[2026-07-16 01:35:42] stage 1/1: /home/ll/llm4rec/experiments/configs/v47_v29_clean_world_guard_lr35e7_ep035.yaml
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-16 01:35:45] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-16 01:35:45,281 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:35:45,283 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
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  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
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  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-16 01:35:45,943 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:35:45,944 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-16 01:35:45,944 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:35:45,973 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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}

[INFO|2026-07-16 01:35:46] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v47_clean_world_guard.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 9500 examples [00:00, 211901.13 examples/s]

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Running tokenizer on dataset (num_proc=16): 100%|██████████| 9500/9500 [00:16<00:00, 582.08 examples/s]
training example:
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102041, 271, 66017, 68805, 101882, 5122, 14880, 100470, 91680, 66017, 102298, 56021, 73312, 37474, 9370, 4718, 47685, 40027, 68805, 3837, 104484, 66017, 99885, 92894, 104361, 66394, 57191, 104136, 33071, 108704, 3407, 99193, 105852, 5122, 103941, 102349, 100645, 101909, 30440, 99250, 2951, 22961, 85122, 97771, 9370, 4718, 3837, 53153, 102298, 73192, 5373, 104136, 5373, 105444, 60949, 57191, 4718, 40666, 244, 108593, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 1183, 176247, 156720, 163485, 169135, 2198, 176247, 153752, 164887, 175172, 2198, 176247, 154600, 165121, 171600, 2198, 176247, 151979, 166514, 172446, 2198, 176247, 158157, 167986, 168264, 2198, 176247, 159102, 164214, 173075, 2198, 176247, 157255, 164214, 171536, 2198, 176247, 153752, 161980, 171715, 1341, 151645, 198, 151644, 872, 198, 62244, 34230, 102965, 18830, 19, 75437, 113727, 3837, 99517, 102558, 99517, 105901, 90919, 9370, 16, 14, 18, 3837, 34230, 97706, 111392, 100430, 14224, 113727, 11319, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 101140, 3837, 108548, 5122, 62244, 34230, 102965, 18830, 19, 75437, 113727, 3837, 99517, 102558, 99517, 105901, 90919, 9370, 16, 14, 18, 3837, 34230, 97706, 111392, 100430, 14224, 113727, 26850, 99936, 27442, 5122, 34230, 102965, 18830, 19, 75437, 113727, 1773, 14777, 75437, 20412, 16, 17, 14224, 3837, 99999, 19, 75437, 99486, 19, 24768, 220, 16, 17, 284, 220, 19, 23, 14224, 113727, 3407, 99517, 102558, 99517, 105901, 90919, 9370, 16, 14, 18, 1773, 106370, 2073, 90919, 854, 111198, 102965, 113727, 81800, 9370, 16, 14, 18, 1773, 99999, 3837, 99517, 102558, 19, 23, 14224, 9370, 16, 14, 18, 3407, 100768, 16, 14, 18, 315, 220, 19, 23, 5122, 19, 23, 1683, 115, 220, 18, 284, 220, 16, 21, 1773, 99999, 99517, 102558, 16, 21, 14224, 113727, 3407, 100624, 3837, 34230, 97706, 108719, 113727, 81800, 20412, 5122, 112026, 19, 23, 14224, 99536, 85336, 89012, 9370, 16, 21, 14224, 5122, 19, 23, 481, 220, 16, 21, 284, 220, 18, 17, 14224, 3407, 99999, 3837, 34230, 97706, 111392, 18, 17, 14224, 113727, 3407, 77288, 104029, 81167, 100158, 5122, 86119, 36587, 2073, 102558, 99517, 105901, 90919, 9370, 16, 14, 18, 33590, 111490, 102558, 99517, 105901, 102965, 113727, 9370, 16, 14, 18, 1773, 99999, 3837, 20412, 9370, 3837, 29524, 17447, 100768, 3407, 102349, 104583, 18, 17, 14224, 113727, 8997, 151668, 198, 34230, 102965, 18830, 19, 75437, 113727, 3837, 16, 75437, 107106, 16, 17, 14224, 3837, 99999, 19, 75437, 20412, 17767, 19, 1124, 15136, 220, 16, 17, 284, 220, 19, 23, 57758, 220, 14224, 113727, 1773, 2303, 99517, 102558, 105901, 90919, 9370, 1124, 11520, 37018, 90, 16, 15170, 18, 11035, 69515, 91676, 17767, 19, 23, 1124, 15136, 1124, 37018, 90, 16, 15170, 18, 92, 284, 220, 16, 21, 57758, 220, 14224, 113727, 1773, 2303, 101886, 3837, 34230, 97706, 111392, 17767, 19, 23, 481, 220, 16, 21, 284, 220, 18, 17, 57758, 220, 14224, 113727, 1773, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-03-18】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8150><s_c_5563>
【2025-06-28】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_6244><s_c_2212>
【2025-07-27】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_5384><s_c_2548>
【2025-07-29】
  --:-- [直播-关注] <|living_begin|><s_a_4818><s_b_7390><s_c_5576>
【2025-08-10】
  --:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
【2025-10-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5215><s_b_6695><s_c_3589>
【2025-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_21><s_b_3854><s_c_4126>
【2025-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_54><s_b_1966><s_c_7261>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_4017><s_b_2312><s_c_1870>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_8165><s_b_5840><s_c_368>
  --:-- [商品-购买] <|prod_begin|><s_a_7269><s_b_7843><s_c_1234>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_1930><s_c_723>
  --:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_6713><s_c_8172>
  --:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_2003><s_c_2207>
【2025-10-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_1695><s_c_4472>
【2025-11-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5076><s_b_7576><s_c_539>
【2025-11-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_1519><s_c_8146>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5006><s_b_4962><s_c_6816>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5484><s_b_3702><s_c_4210>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_5206><s_c_5571>
  06:52 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1596><s_c_523>
  12:44 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6771><s_c_6059>
  12:48 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_5061><s_c_3693>
【2025-12-15】
  05:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4323><s_c_7003>
  11:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_152><s_c_8140>
【2025-12-16】
  10:08 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_689><s_c_5803>
【2025-12-17】
  11:48 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2789><s_c_1939>
  12:01 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3246><s_c_6561>
【2025-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7041><s_b_5974><s_c_3118>
【2025-12-19】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_6073>
【2025-12-23】
  12:17 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4508><s_c_1957>
【2025-12-26】
  08:52 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3314><s_c_1178>
【2025-12-27】
  01:44 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_987>
  02:33 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4508><s_c_1957>
  05:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8008><s_c_3048>
【2025-12-28】
  02:35 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_47>
  05:13 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1916><s_c_7003>
  06:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_978><s_c_6456>
  10:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4949><s_c_6805>
【2025-12-29】
  05:13 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_581><s_c_2678>
  11:42 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_5851>
  13:33 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6261><s_c_3675>
  13:58 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3678><s_c_6156>
  14:03 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6379><s_c_7622>
【2025-12-31】
  09:32 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_5506>
  10:17 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7214><s_c_3093>
【2026-01-05】
  09:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6006><s_c_6361>
【2026-01-09】
  13:54 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6907><s_c_1511>
  13:56 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4932><s_c_6583>
【2026-01-10】
  05:24 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_1828>
【2026-01-11】
  01:35 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6727><s_c_5654>
  --:-- [商品-加购] <|prod_begin|><s_a_5807><s_b_6906><s_c_1297>
  --:-- [商品-加购] <|prod_begin|><s_a_6588><s_b_7525><s_c_4495>
  --:-- [商品-加购] <|prod_begin|><s_a_2856><s_b_1839><s_c_6579>
  04:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4508><s_c_987>
  04:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1916><s_c_2447>
【2026-01-14】
  --:-- [商品-加购] <|prod_begin|><s_a_5807><s_b_6906><s_c_1297>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_2583><s_c_5926>
  04:39 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_1596><s_c_1708>
【2026-01-18】
  04:17 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_7719>
  07:08 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4508><s_c_1332>
【2026-01-20】
  --:-- [商品-购买] <|prod_begin|><s_a_4297><s_b_271><s_c_4783>
  --:-- [商品-购买] <|prod_begin|><s_a_1460><s_b_647><s_c_1685>
  --:-- [商品-购买] <|prod_begin|><s_a_5411><s_b_8115><s_c_95>
  --:-- [商品-购买] <|prod_begin|><s_a_2644><s_b_2203><s_c_7477>
  --:-- [商品-购买] <|prod_begin|><s_a_4017><s_b_5612><s_c_8115>
  --:-- [商品-购买] <|prod_begin|><s_a_2967><s_b_8132><s_c_6285>
  --:-- [商品-购买] <|prod_begin|><s_a_4017><s_b_1969><s_c_1583>
  --:-- [商品-购买] <|prod_begin|><s_a_863><s_b_6525><s_c_3250>
  --:-- [商品-购买] <|prod_begin|><s_a_4017><s_b_5150><s_c_1036>
  --:-- [商品-购买] <|prod_begin|><s_a_5006><s_b_5329><s_c_3884>
  --:-- [商品-购买] <|prod_begin|><s_a_2566><s_b_6342><s_c_822>
  05:00 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7963><s_c_1946>
  09:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_7719>
【2026-01-21】
  14:36 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6709><s_c_4783>
【2026-01-22】
  00:01 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_5727><s_c_728>
  08:52 [视频-关注/收藏/长播] <|video_begin|><s_a_2578><s_b_5385><s_c_3464>
  11:32 [视频-收藏/长播] <|video_begin|><s_a_6219><s_b_4508><s_c_1939>
【2026-01-23】
  --:-- [商品-购买] <|prod_begin|><s_a_662><s_b_7813><s_c_5725>
  11:00 [视频-评论/收藏/长播] <|video_begin|><s_a_7460><s_b_4340><s_c_5576>
  11:56 [视频-收藏/长播] <|video_begin|><s_a_2578><s_b_4733><s_c_6173>
  12:31 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_6234><s_c_7718>
  12:41 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_7257>
  13:44 [广告-点击] <|ad_begin|><s_a_1351><s_b_5349><s_c_6227>
  13:50 [广告-点击] <|ad_begin|><s_a_1726><s_b_6234><s_c_4859>
  13:57 [广告-点击] <|ad_begin|><s_a_698><s_b_3589><s_c_532>
  14:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_835><s_c_497>
  14:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_835><s_c_497>
  23:40 [视频-收藏/长播] <|video_begin|><s_a_5151><s_b_5546><s_c_7955>
【2026-01-24】
  00:20 [视频-收藏/长播] <|video_begin|><s_a_5731><s_b_5419><s_c_1462>
  00:22 [视频-收藏/长播] <|video_begin|><s_a_1326><s_b_2918><s_c_1118>
  08:42 [广告-点击] <|ad_begin|><s_a_5485><s_b_1929><s_c_540>
  09:27 [广告-点击] <|ad_begin|><s_a_1726><s_b_6234><s_c_4859>
  09:33 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_3845>
  12:21 [广告-点击] <|ad_begin|><s_a_585><s_b_4550><s_c_5673>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_330>
  00:00 [广告-点击] <|ad_begin|><s_a_2080><s_b_5375><s_c_4611>
  00:01 [广告-点击] <|ad_begin|><s_a_3014><s_b_594><s_c_7945>
  00:05 [广告-点击] <|ad_begin|><s_a_3014><s_b_594><s_c_7945>
  06:20 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8008><s_c_3365>
  06:20 [广告-点击] <|ad_begin|><s_a_5115><s_b_8008><s_c_3365>
  06:41 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_8184><s_c_974>
  06:41 [广告-点击] <|ad_begin|><s_a_5687><s_b_8184><s_c_974>
  06:57 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
  06:57 [广告-点击] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
  07:15 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2419><s_c_5713>
  07:15 [广告-点击] <|ad_begin|><s_a_5687><s_b_2419><s_c_5713>
  07:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6907><s_c_5181>
  07:47 [广告-点击] <|ad_begin|><s_a_5115><s_b_6907><s_c_5181>
  07:58 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6324><s_c_4923>
  07:58 [广告-点击] <|ad_begin|><s_a_5687><s_b_6324><s_c_4923>
  08:07 [广告-点击] <|ad_begin|><s_a_698><s_b_7669><s_c_5061>
  08:18 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_3845>
  08:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_1875><s_c_1935>
  08:22 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_3845>
  10:17 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7843><s_c_3955>
  10:17 [广告-点击] <|ad_begin|><s_a_4928><s_b_7843><s_c_3955>
  10:41 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1292><s_c_5673>
  10:41 [广告-点击] <|ad_begin|><s_a_1584><s_b_1292><s_c_5673>
  10:52 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5511><s_c_6379>
  10:52 [广告-点击] <|ad_begin|><s_a_1584><s_b_5511><s_c_6379>
  10:56 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_8184><s_c_3766>
  10:56 [广告-点击] <|ad_begin|><s_a_1584><s_b_8184><s_c_3766>
  11:03 [广告-点击] <|ad_begin|><s_a_1790><s_b_3314><s_c_6059>
  12:39 [视频-关注/评论/收藏/点赞/长播] <|video_begin|><s_a_5539><s_b_872><s_c_3921>
  13:10 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6285><s_c_4427>
  22:27 [视频-关注/长播] <|video_begin|><s_a_3990><s_b_1002><s_c_7955>
【2026-01-26】
  09:28 [广告-点击] <|ad_begin|><s_a_2830><s_b_6924><s_c_1935>
  11:38 [视频-关注/收藏/长播] <|video_begin|><s_a_2578><s_b_56><s_c_5673>
  12:44 [广告-点击] <|ad_begin|><s_a_1473><s_b_422><s_c_5932>
【2026-01-27】
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_8054><s_c_7877>
  --:-- [商品-购买] <|prod_begin|><s_a_4608><s_b_2498><s_c_1451>
  08:56 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_2789><s_c_1835>
  09:27 [视频-浏览] <|video_begin|><s_a_1210><s_b_1431><s_c_5974>
  10:08 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_5061><s_c_5576>
  10:08 [视频-关注/评论/收藏/点赞/长播] <|video_begin|><s_a_2067><s_b_7184><s_c_5576>
  10:30 [视频-收藏/长播] <|video_begin|><s_a_2766><s_b_4932><s_c_5609>
  13:05 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1596><s_c_3781>
  13:05 [广告-点击] <|ad_begin|><s_a_5687><s_b_1596><s_c_3781>
  13:15 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6436><s_c_2530>
  13:15 [广告-点击] <|ad_begin|><s_a_5687><s_b_6436><s_c_2530>
  13:18 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_6727><s_c_5622>
  14:00 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1916><s_c_2447>
  14:00 [广告-点击] <|ad_begin|><s_a_1584><s_b_1916><s_c_2447>
【2026-01-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_76><s_c_2907>
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_4330><s_c_81>
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_3967><s_c_6731>
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_3661><s_c_81>
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_1175><s_c_7734>
  --:-- [商品-购买] <|prod_begin|><s_a_6588><s_b_4549><s_c_4054>
  10:57 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6519><s_c_3309>
  11:08 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_978><s_c_6456>
  11:08 [广告-点击] <|ad_begin|><s_a_1584><s_b_978><s_c_6456>
  11:14 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4508><s_c_5563>
  11:14 [广告-点击] <|ad_begin|><s_a_5687><s_b_4508><s_c_5563>
  11:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_558><s_c_4636>
  11:19 [广告-点击] <|ad_begin|><s_a_1584><s_b_558><s_c_4636>
  14:18 [广告-点击] <|ad_begin|><s_a_192><s_b_5680><s_c_5563>
  14:21 [视频-收藏/长播] <|video_begin|><s_a_4818><s_b_3932><s_c_6994>
【2026-01-29】
  --:-- [商品-购买] <|prod_begin|><s_a_662><s_b_7813><s_c_5725>
  --:-- [商品-购买] <|prod_begin|><s_a_3196><s_b_7589><s_c_7978>
  04:05 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_4733><s_c_2077>
  11:30 [广告-点击] <|ad_begin|><s_a_1584><s_b_5489><s_c_3534>
  11:36 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_3264>
  11:36 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_3264>
  11:51 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_946><s_c_1939>
  12:32 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4746><s_c_7806>
  12:32 [广告-点击] <|ad_begin|><s_a_1584><s_b_4746><s_c_7806>
  12:49 [广告-点击] <|ad_begin|><s_a_3014><s_b_1642><s_c_1>
  12:58 [广告-点击] <|ad_begin|><s_a_1041><s_b_588><s_c_4071>
  13:32 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4951><s_c_1622>
  13:32 [广告-点击] <|ad_begin|><s_a_5687><s_b_4951><s_c_1622>
  13:36 [广告-点击] <|ad_begin|><s_a_4818><s_b_4508><s_c_1708>
【2026-01-30】
  03:37 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_1411><s_c_6355>
  09:41 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_3246><s_c_1708>
  09:41 [广告-点击] <|ad_begin|><s_a_4818><s_b_3246><s_c_1708>
  12:36 [视频-转发/点赞/长播] <|video_begin|><s_a_3300><s_b_4666><s_c_3026>
  12:39 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_7719>
  12:39 [广告-点击] <|ad_begin|><s_a_1584><s_b_3314><s_c_7719>
  13:32 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_2789><s_c_4923>
  16:00 [视频-收藏/长播] <|video_begin|><s_a_2578><s_b_5268><s_c_5673>
【2026-01-31】
  00:56 [广告-点击] <|ad_begin|><s_a_585><s_b_3845><s_c_3054>
  05:51 [广告-点击] <|ad_begin|><s_a_5229><s_b_1875><s_c_1935>
  07:25 [视频-评论/点赞/长播] <|video_begin|><s_a_6219><s_b_6234><s_c_6777>
  07:37 [视频-关注/长播] <|video_begin|><s_a_2578><s_b_3314><s_c_3676>
【2026-02-01】
  00:00 [广告-点击] <|ad_begin|><s_a_698><s_b_7669><s_c_5932>
  07:42 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_7342><s_c_7244>
  07:42 [视频-关注/点赞/长播] <|video_begin|><s_a_6760><s_b_5511><s_c_5554>
  08:14 [视频-收藏/长播] <|video_begin|><s_a_6219><s_b_7762><s_c_7003>
  08:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_7966><s_c_3501>
  08:47 [视频-收藏/长播] <|video_begin|><s_a_2578><s_b_513><s_c_5967>
  10:35 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1985><s_b_4733><s_c_3676>
  12:30 [广告-点击] <|ad_begin|><s_a_7830><s_b_6045><s_c_5120>
  12:41 [广告-点击] <|ad_begin|><s_a_5023><s_b_59><s_c_4541>
  23:50 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_2148><s_c_728>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1856><s_c_6945>
  --:-- [商品-购买] <|prod_begin|><s_a_5926><s_b_5989><s_c_4659>
  --:-- [商品-购买] <|prod_begin|><s_a_5660><s_b_4990><s_c_4977>
  04:51 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4996><s_c_47>
  04:51 [广告-点击] <|ad_begin|><s_a_5687><s_b_4996><s_c_47>
  05:17 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6436><s_c_4451>
  05:17 [广告-点击] <|ad_begin|><s_a_5687><s_b_6436><s_c_4451>
  08:34 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_7391><s_c_4405>
  08:48 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4746><s_c_3264>
  08:48 [广告-点击] <|ad_begin|><s_a_1584><s_b_4746><s_c_3264>
  13:06 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_1822><s_c_5217>
  13:16 [视频-关注/收藏/长播] <|video_begin|><s_a_2578><s_b_7390><s_c_3016>
  23:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6123><s_c_5903>
  23:38 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1916><s_c_6915>
  23:38 [广告-点击] <|ad_begin|><s_a_1584><s_b_1916><s_c_6915>
  23:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_2044><s_c_2447>
  23:47 [广告-点击] <|ad_begin|><s_a_5115><s_b_2044><s_c_2447>
【2026-02-03】
  00:04 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2918><s_c_7534>
  00:04 [广告-点击] <|ad_begin|><s_a_5687><s_b_2918><s_c_7534>
  00:08 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_8184><s_c_1708>
  00:08 [广告-点击] <|ad_begin|><s_a_5687><s_b_8184><s_c_1708>
  01:18 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_4058>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_2469><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_338><s_c_3986>
  --:-- [商品-点击] <|prod_begin|><s_a_2563><s_b_7813><s_c_4452>
  --:-- [商品-点击] <|prod_begin|><s_a_203><s_b_5743><s_c_2600>
  --:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_7813><s_c_4452>
  05:29 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1596><s_c_113>
  05:29 [广告-点击] <|ad_begin|><s_a_1584><s_b_1596><s_c_113>
  05:52 [广告-点击] <|ad_begin|><s_a_3014><s_b_4944><s_c_2398>
  05:59 [广告-点击] <|ad_begin|><s_a_3014><s_b_4944><s_c_2398>
  06:01 [广告-点击] <|ad_begin|><s_a_3014><s_b_4944><s_c_2398>
  09:20 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_4733><s_c_5563>
  09:20 [视频-关注/长播] <|video_begin|><s_a_3300><s_b_1507><s_c_5737>
  09:54 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2865><s_c_1109>
  09:54 [广告-点击] <|ad_begin|><s_a_1584><s_b_2865><s_c_1109>
  10:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_2482>
  10:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_6047><s_c_2482>
【2026-02-04】
  03:04 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
  03:04 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
  03:05 [广告-点击] <|ad_begin|><s_a_2156><s_b_5349><s_c_3540>
  03:07 [广告-点击] <|ad_begin|><s_a_2156><s_b_5349><s_c_3540>
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_1152><s_c_4057>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_7874><s_c_3402>
  --:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_1395><s_c_4184>
  --:-- [商品-点击] <|prod_begin|><s_a_6418><s_b_1798><s_c_1897>
  --:-- [商品-购买] <|prod_begin|><s_a_6320><s_b_1152><s_c_4057>
  07:09 [广告-点击] <|ad_begin|><s_a_5115><s_b_6891><s_c_7921>
  07:41 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>
  13:28 [广告-点击] <|ad_begin|><s_a_6372><s_b_6874><s_c_2341>
  23:51 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_6006><s_c_3026>
  23:51 [视频-关注/长播] <|video_begin|><s_a_511><s_b_2789><s_c_5576>
【2026-02-05】
  00:17 [广告-点击] <|ad_begin|><s_a_7374><s_b_1411><s_c_1935>
  00:19 [视频-关注/长播] <|video_begin|><s_a_2578><s_b_1277><s_c_2009>
  00:37 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_3238><s_c_8140>
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_2824><s_c_6560>
  --:-- [商品-点击] <|prod_begin|><s_a_2644><s_b_5250><s_c_6920>
  --:-- [商品-点击] <|prod_begin|><s_a_3196><s_b_7589><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_6418><s_b_4782><s_c_3993>
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_5515><s_c_5526>
  --:-- [商品-点击] <|prod_begin|><s_a_6418><s_b_667><s_c_5699>
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_6695><s_c_1131>
  --:-- [商品-点击] <|prod_begin|><s_a_5064><s_b_2498><s_c_27>
  --:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_6695><s_c_3078>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_844><s_c_3367>
  --:-- [商品-点击] <|prod_begin|><s_a_6588><s_b_1671><s_c_733>
  --:-- [商品-点击] <|prod_begin|><s_a_6588><s_b_4549><s_c_4054>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6119><s_c_389>
  --:-- [商品-点击] <|prod_begin|><s_a_3131><s_b_667><s_c_2204>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_2175><s_c_2972>
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_390><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_6588><s_b_5031><s_c_2235>
  --:-- [商品-点击] <|prod_begin|><s_a_6588><s_b_3320><s_c_7495>
  --:-- [商品-点击] <|prod_begin|><s_a_6588><s_b_7525><s_c_4495>
  --:-- [商品-点击] <|prod_begin|><s_a_3666><s_b_2857><s_c_4519>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_6810><s_c_4829>
  --:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5007><s_c_6651>
  --:-- [商品-点击] <|prod_begin|><s_a_4017><s_b_1870><s_c_5085>
  --:-- [商品-点击] <|prod_begin|><s_a_4017><s_b_2231><s_c_7656>
  --:-- [商品-购买] <|prod_begin|><s_a_2644><s_b_5250><s_c_6920>
  09:10 [视频-长播] <|video_begin|><s_a_6219><s_b_883><s_c_3367>
  09:10 [视频-长播] <|video_begin|><s_a_6219><s_b_6234><s_c_2678>
  09:10 [视频-长播] <|video_begin|><s_a_1584><s_b_3127><s_c_47>
  09:17 [视频-长播] <|video_begin|><s_a_6219><s_b_800><s_c_2226>
  09:52 [视频-长播] <|video_begin|><s_a_6219><s_b_6234><s_c_1363>
  09:52 [视频-长播] <|video_begin|><s_a_3062><s_b_2854><s_c_532>
  10:02 [视频-长播] <|video_begin|><s_a_7378><s_b_5511><s_c_5576>
  10:02 [视频-长播] <|video_begin|><s_a_6219><s_b_720><s_c_471>
  10:30 [视频-长播] <|video_begin|><s_a_2899><s_b_2304><s_c_5576>
  10:30 [视频-长播] <|video_begin|><s_a_6219><s_b_4733><s_c_5563>
  10:30 [视频-长播] <|video_begin|><s_a_4625><s_b_7762><s_c_6173>
  10:30 [视频-长播] <|video_begin|><s_a_1659><s_b_6398><s_c_2951>
  10:46 [视频-长播] <|video_begin|><s_a_8113><s_b_4996><s_c_853>
  10:46 [视频-长播] <|video_begin|><s_a_1985><s_b_6379><s_c_1935>
  10:49 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_581><s_c_2118>
  10:49 [视频-长播] <|video_begin|><s_a_1985><s_b_5511><s_c_5061>
  10:49 [视频-长播] <|video_begin|><s_a_6219><s_b_96><s_c_7410>
  10:49 [视频-长播] <|video_begin|><s_a_6219><s_b_1822><s_c_2568>
  11:01 [视频-长播] <|video_begin|><s_a_6219><s_b_5200><s_c_3501>
  11:01 [视频-长播] <|video_begin|><s_a_3300><s_b_8049><s_c_4932>
  11:01 [视频-长播] <|video_begin|><s_a_1985><s_b_1411><s_c_6278>
  11:01 [视频-收藏/长播] <|video_begin|><s_a_2578><s_b_7390><s_c_1321>
  11:14 [视频-长播] <|video_begin|><s_a_6219><s_b_7547><s_c_1935>
  11:14 [视频-长播] <|video_begin|><s_a_3300><s_b_2497><s_c_5563>
  11:14 [视频-长播] <|video_begin|><s_a_6219><s_b_4733><s_c_853>
  11:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5333><s_b_7888><s_c_5807>
  11:56 [视频-长播] <|video_begin|><s_a_8164><s_b_4996><s_c_294>
  11:56 [视频-长播] <|video_begin|><s_a_6219><s_b_3198><s_c_3837>
  11:56 [视频-长播] <|video_begin|><s_a_6219><s_b_4508><s_c_7718>
  11:56 [视频-长播] <|video_begin|><s_a_511><s_b_6234><s_c_5576>
  11:56 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_2957>
  12:18 [视频-长播] <|video_begin|><s_a_1985><s_b_5511><s_c_7671>
  12:18 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_5563>
  12:28 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_2504><s_c_5965>
  13:07 [视频-长播] <|video_begin|><s_a_6474><s_b_7164><s_c_853>
  13:07 [视频-长播] <|video_begin|><s_a_1981><s_b_1404><s_c_2568>
  13:07 [视频-长播] <|video_begin|><s_a_2817><s_b_2789><s_c_5416>
  14:09 [广告-点击] <|ad_begin|><s_a_4320><s_b_3932><s_c_4849>
  14:42 [视频-长播] <|video_begin|><s_a_3766><s_b_4508><s_c_2814>
  14:47 [视频-长播] <|video_begin|><s_a_1985><s_b_1822><s_c_5553>
  14:47 [视频-长播] <|video_begin|><s_a_1985><s_b_1411><s_c_7937>
  14:47 [视频-长播] <|video_begin|><s_a_511><s_b_3314><s_c_5563>
  14:47 [视频-长播] <|video_begin|><s_a_7378><s_b_2799><s_c_1642>
  14:54 [视频-长播] <|video_begin|><s_a_6219><s_b_7762><s_c_3560>
  14:54 [视频-长播] <|video_begin|><s_a_3300><s_b_952><s_c_5576>
  14:54 [视频-长播] <|video_begin|><s_a_3300><s_b_665><s_c_5576>
  14:54 [视频-长播] <|video_begin|><s_a_4858><s_b_3314><s_c_2082>
  15:00 [视频-长播] <|video_begin|><s_a_6219><s_b_5904><s_c_1161>
  15:00 [视频-长播] <|video_begin|><s_a_1985><s_b_1751><s_c_987>
  15:00 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_3314><s_c_597>
  15:15 [视频-长播] <|video_begin|><s_a_3115><s_b_7525><s_c_7506>
  15:15 [视频-长播] <|video_begin|><s_a_1985><s_b_4324><s_c_5737>
  15:15 [视频-长播] <|video_begin|><s_a_99><s_b_6006><s_c_377>
  15:15 [视频-长播] <|video_begin|><s_a_7324><s_b_2927><s_c_1364>
  15:37 [视频-长播] <|video_begin|><s_a_5983><s_b_6907><s_c_5576>
  15:42 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_5898>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_5012><s_c_419>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_2498><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_222><s_c_1122>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_546><s_c_887>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_3967><s_c_7978>

角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题，严格提取出所有相关的历史交互条目。

主题：从被动种草到主动决策：聚焦特定款式的服饰消费演化

输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|living_begin|><s_a_6627><s_b_6234><s_c_6073>","<|prod_begin|><s_a_6588><s_b_7525><s_c_4495>","<|prod_begin|><s_a_2856><s_b_1839><s_c_6579>","<|prod_begin|><s_a_3196><s_b_7589><s_c_7978>","<|prod_begin|><s_a_3027><s_b_338><s_c_3986>","<|prod_begin|><s_a_8154><s_b_7874><s_c_3402>","<|prod_begin|><s_a_6418><s_b_1798><s_c_1897>","<|prod_begin|><s_a_2644><s_b_5250><s_c_6920>","<|prod_begin|><s_a_6418><s_b_4782><s_c_3993>","<|prod_begin|><s_a_8165><s_b_5515><s_c_5526>","<|prod_begin|><s_a_6418><s_b_667><s_c_5699>","<|prod_begin|><s_a_5586><s_b_6695><s_c_3078>","<|prod_begin|><s_a_4576><s_b_844><s_c_3367>","<|prod_begin|><s_a_6588><s_b_1671><s_c_733>","<|prod_begin|><s_a_4576><s_b_6119><s_c_389>","<|prod_begin|><s_a_3131><s_b_667><s_c_2204>","<|prod_begin|><s_a_8154><s_b_2175><s_c_2972>","<|prod_begin|><s_a_8165><s_b_390><s_c_5347>","<|prod_begin|><s_a_6588><s_b_3320><s_c_7495>","<|prod_begin|><s_a_3666><s_b_2857><s_c_4519>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-02-23】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_2262>
【2025-04-20】
  --:-- [商品-购买] <|prod_begin|><s_a_3261><s_b_3840><s_c_7348>
【2025-04-21】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_1103><s_c_909>
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_7203><s_c_3887>
【2025-05-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_4782><s_c_4365>
【2025-05-22】
  --:-- [商品-购买] <|prod_begin|><s_a_3730><s_b_4956><s_c_6388>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1944><s_c_8024>
【2025-06-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5895><s_b_5323><s_c_5665>
【2025-06-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4436><s_b_5426><s_c_105>
【2025-07-07】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_4092>
【2025-07-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2953><s_b_4613><s_c_476>
【2025-07-28】
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_6606><s_c_7743>
  --:-- [商品-购买] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
【2025-07-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_1854>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_7195><s_c_5150>
【2025-08-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3405><s_c_6977>
【2025-08-04】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_1094><s_c_1131>
【2025-08-05】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1941>
  --:-- [商品-购买] <|prod_begin|><s_a_3202><s_b_5426><s_c_77>
  --:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_4021><s_c_340>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4962><s_c_5472>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4413><s_b_2919><s_c_2207>
【2025-08-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1288><s_c_3501>
【2025-08-12】
  --:-- [直播-关注] <|living_begin|><s_a_607><s_b_7342><s_c_7951>
【2025-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_7589><s_c_2072>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_3505>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_464><s_b_5727><s_c_1957>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5727><s_c_4747>
【2025-08-15】
  --:-- [直播-打赏] <|living_begin|><s_a_3751><s_b_7342><s_c_2756>
【2025-08-16】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1025><s_c_4980>
【2025-08-18】
  --:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_5343><s_c_1881>
【2025-08-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6215>
【2025-08-25】
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_6080><s_c_3055>
【2025-08-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3803><s_c_3803>
【2025-09-06】
  --:-- [直播-关注] <|living_begin|><s_a_6279><s_b_7342><s_c_8109>
【2025-09-09】
  --:-- [商品-购买] <|prod_begin|><s_a_1066><s_b_5886><s_c_7328>
【2025-09-10】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_989>
【2025-09-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4037><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_5318><s_b_7843><s_c_3038>
  --:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_5607><s_c_3203>
【2025-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5636><s_c_6074>
【2025-09-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_1024><s_c_343>
【2025-09-18】
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_4619><s_c_2697>
【2025-09-20】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
【2025-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_703><s_c_689>
【2025-09-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_6278>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7446><s_c_5514>
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_2064><s_c_822>
  --:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6462><s_c_5267>
【2025-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_2558><s_c_738>
【2025-10-11】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3923><s_c_3914>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_3923><s_c_6783>
【2025-10-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5921>
【2025-10-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3006><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1358><s_c_5673>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7136><s_c_1416>
【2025-10-23】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_2963><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
【2025-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7367><s_b_5786><s_c_6327>
【2025-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5922><s_b_6469><s_c_765>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5384><s_c_1620>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_6202>
【2025-10-28】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_1485>
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5864><s_c_7855>
【2025-10-29】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_5452>
【2025-10-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_3811><s_b_5328><s_c_4456>
【2025-11-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3150><s_c_330>
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_7090><s_c_7978>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_3676>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_3551>
【2025-11-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_6153>
【2025-11-07】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_8035><s_c_4018>
  --:-- [直播-关注] <|living_begin|><s_a_1275><s_b_765><s_c_1075>
【2025-11-08】
  --:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_677>
【2025-11-16】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6973><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5816><s_c_82>
【2025-11-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_4208>
  --:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2538><s_c_2777>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2838>
  --:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2547><s_c_7978>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_607><s_b_6234><s_c_6347>
  --:-- [直播-关注] <|living_begin|><s_a_7665><s_b_2422><s_c_3038>
【2025-12-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_2109>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_7754>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_7510>
【2025-12-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_5492><s_c_2262>
【2025-12-08】
  --:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_4092><s_c_7404>
【2025-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_5262><s_b_5272><s_c_1515>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_405>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_2616>
  11:39 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_5207>
【2025-12-11】
  08:57 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
【2025-12-15】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_237>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_2262>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
  03:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_1813><s_c_4978>
【2025-12-23】
  04:21 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
  04:21 [广告-点击] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
【2025-12-26】
  05:14 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
  05:14 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
【2025-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_4736><s_c_2912>
【2025-12-28】
  08:21 [广告-点击] <|ad_begin|><s_a_3450><s_b_1806><s_c_5185>
  08:23 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
  08:23 [广告-点击] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
  08:23 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
  08:23 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
  08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
  08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
  08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
  08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
  08:37 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
  08:37 [广告-点击] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
  08:37 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
  08:37 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
  08:38 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
  08:38 [广告-点击] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
  08:38 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
  08:38 [广告-点击] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
  08:38 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
  09:20 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
  09:20 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
  --:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_5250><s_c_7222>
【2025-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7445><s_b_1668><s_c_4393>
【2025-12-30】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1399>
  03:53 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
  03:53 [广告-点击] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
  03:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
  03:54 [广告-点击] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
  03:55 [广告-深度转化] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
  03:55 [广告-点击] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
  03:56 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
  03:56 [广告-点击] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
  03:58 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
  03:58 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
  10:37 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
  10:37 [广告-点击] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
  11:12 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
  11:12 [广告-点击] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
【2025-12-31】
  03:55 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
  03:55 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
  06:19 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
  06:19 [广告-点击] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
  06:20 [广告-深度转化] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
  06:20 [广告-点击] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
  08:10 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
  08:10 [广告-点击] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
  08:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
  08:10 [广告-点击] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
【2026-01-02】
  12:00 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
  12:00 [广告-点击] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
  12:00 [广告-深度转化] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
  12:00 [广告-点击] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
  12:35 [广告-深度转化] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
  12:35 [广告-点击] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
【2026-01-04】
  10:22 [广告-点击] <|ad_begin|><s_a_5229><s_b_4502><s_c_1769>
  14:05 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
  14:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
  14:05 [广告-深度转化] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
  14:05 [广告-点击] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
  14:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
  14:05 [广告-点击] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
  14:05 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
  14:05 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
  14:06 [广告-深度转化] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
  14:06 [广告-点击] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
  14:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
  14:10 [广告-点击] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
  14:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
  14:11 [广告-点击] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
  14:11 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
  14:11 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
  14:12 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
  14:12 [广告-点击] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
  14:12 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3389>
  14:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_7899>
【2026-01-05】
  04:28 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
  04:28 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
  04:28 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_6234><s_c_6542>
【2026-01-08】
  09:23 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
  09:23 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
  09:23 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
  09:23 [广告-点击] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
  09:24 [广告-点击] <|ad_begin|><s_a_6904><s_b_3009><s_c_1529>
  09:24 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
  09:24 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
  09:24 [广告-深度转化] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
  09:24 [广告-点击] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
【2026-01-09】
  17:21 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
  17:21 [广告-点击] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_6872><s_b_1583><s_c_3038>
【2026-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_5839><s_b_6234><s_c_2513>
  10:52 [广告-点击] <|ad_begin|><s_a_6590><s_b_6284><s_c_210>
【2026-01-12】
  11:55 [广告-点击] <|ad_begin|><s_a_1351><s_b_7019><s_c_7268>
【2026-01-13】
  13:31 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
  13:31 [广告-点击] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
  13:31 [广告-点击] <|ad_begin|><s_a_2996><s_b_4477><s_c_2522>
  13:32 [广告-点击] <|ad_begin|><s_a_1351><s_b_7381><s_c_6357>
【2026-01-15】
  02:18 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4859>
【2026-01-18】
  06:52 [广告-点击] <|ad_begin|><s_a_4746><s_b_6435><s_c_3913>
【2026-01-19】
  02:55 [广告-点击] <|ad_begin|><s_a_7679><s_b_7498><s_c_3527>
【2026-01-20】
  02:34 [广告-点击] <|ad_begin|><s_a_6921><s_b_7342><s_c_3913>
  02:35 [广告-点击] <|ad_begin|><s_a_2022><s_b_7218><s_c_5076>
  02:36 [广告-点击] <|ad_begin|><s_a_4035><s_b_1141><s_c_3913>
【2026-01-22】
  07:14 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
【2026-01-25】
  06:52 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
  06:52 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_3411><s_b_7195><s_c_823>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1532><s_c_162>
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_3840><s_c_7994>
  --:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_7897><s_c_6784>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
  --:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5002><s_c_6988>
  --:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_8026><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_3101><s_b_348><s_c_2462>
  --:-- [商品-点击] <|prod_begin|><s_a_5772><s_b_5663><s_c_5366>
  --:-- [商品-购买] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6276><s_c_4379>
  --:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_399>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_576><s_c_4379>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_1765><s_c_6735>
  --:-- [商品-点击] <|prod_begin|><s_a_1745><s_b_723><s_c_2696>
  --:-- [商品-点击] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
  --:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
  --:-- [商品-购买] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5515><s_c_1091>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_1762><s_c_7986>
  --:-- [商品-点击] <|prod_begin|><s_a_7174><s_b_2216><s_c_2895>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_2793>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_725><s_c_3780>
【2026-02-02】
  --:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_1804><s_c_1045>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4692><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_4820>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4618><s_c_1644>
【2026-02-03】
  10:28 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
  10:28 [广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_5563>
  10:29 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
  --:-- [商品-点击] <|prod_begin|><s_a_5394><s_b_8088><s_c_593>
  --:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_3440><s_c_1399>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5369><s_c_2873>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_1011><s_c_6597>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5660><s_c_95>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_3335><s_c_4039>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
  16:44 [视频-点赞/长播] <|video_begin|><s_a_6504><s_b_6550><s_c_486>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_2273><s_b_4190><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_7800><s_b_3187><s_c_2024>
【2026-02-05】
  05:57 [视频-长播] <|video_begin|><s_a_2589><s_b_96><s_c_7462>
  05:57 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_5209>
  05:57 [视频-长播] <|video_begin|><s_a_2238><s_b_2824><s_c_490>
  06:02 [视频-长播] <|video_begin|><s_a_3115><s_b_6080><s_c_1254>
  06:02 [视频-长播] <|video_begin|><s_a_514><s_b_2485><s_c_4721>
  06:02 [视频-长播] <|video_begin|><s_a_757><s_b_7437><s_c_1591>
  06:02 [视频-长播] <|video_begin|><s_a_7369><s_b_57><s_c_7288>
  06:05 [视频-长播] <|video_begin|><s_a_5910><s_b_1642><s_c_6753>
  06:08 [视频-长播] <|video_begin|><s_a_2811><s_b_3447><s_c_690>
  06:08 [视频-长播] <|video_begin|><s_a_3571><s_b_4087><s_c_7287>
  06:13 [视频-长播] <|video_begin|><s_a_6347><s_b_3059><s_c_7722>
  06:14 [视频-长播] <|video_begin|><s_a_5134><s_b_5864><s_c_3014>
  06:14 [视频-长播] <|video_begin|><s_a_4910><s_b_7381><s_c_5974>
  06:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6435><s_c_25>
  06:15 [视频-长播] <|video_begin|><s_a_4795><s_b_800><s_c_7257>
  06:16 [视频-长播] <|video_begin|><s_a_7830><s_b_6495><s_c_4794>
  06:20 [视频-长播] <|video_begin|><s_a_105><s_b_6435><s_c_4058>
  06:23 [视频-长播] <|video_begin|><s_a_7893><s_b_6234><s_c_3659>
  06:24 [视频-长播] <|video_begin|><s_a_4646><s_b_1822><s_c_141>
  06:24 [视频-长播] <|video_begin|><s_a_5529><s_b_1240><s_c_4309>
  06:24 [视频-长播] <|video_begin|><s_a_6604><s_b_6234><s_c_853>
  06:24 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_3116>
  06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_6355>
  06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1700><s_c_3054>
  06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
  06:39 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_265>
  06:39 [视频-长播] <|video_begin|><s_a_7421><s_b_4733><s_c_5008>
  06:39 [视频-长播] <|video_begin|><s_a_4969><s_b_4550><s_c_6310>
  06:42 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_1162>
  06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_4753><s_c_3047>
  06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_6171>
  06:44 [广告-点击] <|ad_begin|><s_a_4020><s_b_5238><s_c_3047>
  06:44 [广告-点击] <|ad_begin|><s_a_3641><s_b_2737><s_c_6057>
  06:48 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
  06:48 [视频-长播] <|video_begin|><s_a_3996><s_b_6379><s_c_8085>
  06:48 [视频-长播] <|video_begin|><s_a_4969><s_b_1740><s_c_99>
  06:54 [视频-长播] <|video_begin|><s_a_3996><s_b_3280><s_c_416>
  06:54 [视频-长播] <|video_begin|><s_a_7668><s_b_1471><s_c_1716>
  06:54 [视频-长播] <|video_begin|><s_a_6705><s_b_5510><s_c_4479>
  06:58 [视频-长播] <|video_begin|><s_a_3996><s_b_6024><s_c_2615>
  06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_4479>
  06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_6622><s_c_607>
  06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_4550><s_c_4479>
  07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_143>
  07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_1148>
  07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_6519><s_c_7741>
  10:37 [视频-长播] <|video_begin|><s_a_148><s_b_3043><s_c_2756>
  10:49 [视频-长播] <|video_begin|><s_a_2853><s_b_5760><s_c_5839>
  10:49 [视频-长播] <|video_begin|><s_a_3503><s_b_6544><s_c_2452>
  10:50 [视频-长播] <|video_begin|><s_a_6345><s_b_3368><s_c_40>
  10:50 [视频-长播] <|video_begin|><s_a_4016><s_b_6234><s_c_1275>
  10:55 [视频-长播] <|video_begin|><s_a_7668><s_b_1740><s_c_4802>
  11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_7888><s_c_7616>
  11:07 [视频-长播] <|video_begin|><s_a_6154><s_b_2649><s_c_1414>
  13:05 [视频-长播] <|video_begin|><s_a_5628><s_b_4291><s_c_3212>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_4839><s_c_7428>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_3152><s_c_7780>
  --:-- [商品-点击] <|prod_begin|><s_a_2395><s_b_2889><s_c_7547>
  --:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_5974><s_c_4849>
  --:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_5426><s_c_1643>
  --:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
  --:-- [商品-点击] <|prod_begin|><s_a_6238><s_b_4839><s_c_5215>

角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。

主题：从泛化浏览到聚焦特定品类的消费收敛

输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|prod_begin|><s_a_605><s_b_7136><s_c_1416>","<|prod_begin|><s_a_3411><s_b_7195><s_c_823>","<|prod_begin|><s_a_6332><s_b_5340><s_c_4060>","<|prod_begin|><s_a_6332><s_b_5002><s_c_6988>","<|prod_begin|><s_a_6332><s_b_8026><s_c_3456>","<|prod_begin|><s_a_3101><s_b_348><s_c_2462>","<|prod_begin|><s_a_5772><s_b_5663><s_c_5366>","<|prod_begin|><s_a_6332><s_b_5340><s_c_399>","<|prod_begin|><s_a_6536><s_b_5002><s_c_8>","<|prod_begin|><s_a_6332><s_b_5515><s_c_1091>","<|prod_begin|><s_a_4524><s_b_5426><s_c_1643>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_6462><s_c_6214>
【2024-10-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_729><s_c_2625>
【2024-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_3895><s_b_227><s_c_1906>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_586><s_c_724>
【2024-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5726><s_b_2312><s_c_113>
  --:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_6489><s_c_6159>
【2024-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_5206><s_c_2024>
【2024-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7492><s_b_6606><s_c_6214>
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_729><s_c_2625>
【2025-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_6234><s_c_1162>
【2025-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_3676>
【2025-02-20】
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_3408><s_c_3055>
【2025-02-21】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_8137><s_c_7521>
【2025-02-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5706><s_c_6753>
【2025-03-06】
  --:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_2044><s_c_797>
【2025-03-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-03-25】
  --:-- [商品-购买] <|prod_begin|><s_a_4252><s_b_3335><s_c_7932>
【2025-03-26】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6704>
【2025-03-29】
  --:-- [商品-购买] <|prod_begin|><s_a_4679><s_b_6678><s_c_7019>
【2025-04-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5685><s_c_2194>
【2025-04-09】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_1988>
【2025-04-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2266><s_b_7084><s_c_2189>
【2025-04-21】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_514><s_c_3483>
  --:-- [商品-购买] <|prod_begin|><s_a_5706><s_b_4356><s_c_2757>
  --:-- [商品-购买] <|prod_begin|><s_a_5706><s_b_1465><s_c_8168>
【2025-04-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_4467>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7878><s_c_1112>
  --:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_3652><s_c_277>
【2025-04-23】
  --:-- [商品-购买] <|prod_begin|><s_a_2758><s_b_6690><s_c_3526>
  --:-- [商品-购买] <|prod_begin|><s_a_196><s_b_3335><s_c_3232>
【2025-04-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3658><s_b_2103><s_c_2178>
【2025-05-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6693><s_b_6454><s_c_5221>
【2025-05-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7585><s_b_5658><s_c_1644>
【2025-05-11】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5627><s_c_6278>
【2025-05-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5726><s_b_4782><s_c_4944>
【2025-05-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-05-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2683><s_b_5574><s_c_7912>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_5574><s_c_3367>
【2025-06-01】
  --:-- [商品-购买] <|prod_begin|><s_a_4055><s_b_1695><s_c_504>
【2025-06-17】
  --:-- [商品-购买] <|prod_begin|><s_a_4717><s_b_1053><s_c_6543>
  --:-- [商品-购买] <|prod_begin|><s_a_2477><s_b_1050><s_c_2639>
【2025-06-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2224><s_c_4452>
【2025-07-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7957><s_b_6065><s_c_4822>
【2025-07-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
【2025-07-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6506><s_c_4233>
【2025-07-28】
  --:-- [商品-购买] <|prod_begin|><s_a_200><s_b_6454><s_c_7709>
【2025-08-09】
  --:-- [直播-关注] <|living_begin|><s_a_363><s_b_3453><s_c_3373>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_7657>
【2025-08-12】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_2513>
【2025-08-26】
  --:-- [商品-购买] <|prod_begin|><s_a_1414><s_b_7355><s_c_1416>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_4475><s_c_7534>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6824><s_c_4877>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_6990>
【2025-11-11】
  --:-- [直播-关注] <|living_begin|><s_a_4579><s_b_6218><s_c_2446>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5563>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6824><s_c_4877>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_6279><s_b_6234><s_c_2513>
【2025-12-05】
  --:-- [商品-购买] <|prod_begin|><s_a_3074><s_b_4295><s_c_444>
【2025-12-21】
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_1574><s_c_7907>
  --:-- [商品-点击] <|prod_begin|><s_a_1768><s_b_7547><s_c_3439>
【2025-12-23】
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_1325><s_c_2839>
  --:-- [商品-点击] <|prod_begin|><s_a_6796><s_b_2412><s_c_3367>
  --:-- [商品-点击] <|prod_begin|><s_a_1414><s_b_5206><s_c_531>
【2025-12-24】
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_1574><s_c_7907>
  --:-- [商品-点击] <|prod_begin|><s_a_1414><s_b_1704><s_c_2022>
  14:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4033><s_c_7486>
  14:43 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2696>
  23:14 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6184><s_c_3775>
  23:40 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_6616>
【2025-12-25】
  10:59 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6616>
【2025-12-26】
  03:02 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_4147>
  --:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1937><s_c_3761>
  11:50 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2740>
【2025-12-27】
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_6739><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_4683><s_b_4874><s_c_4027>
  --:-- [商品-点击] <|prod_begin|><s_a_2699><s_b_1142><s_c_3021>
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_4689><s_c_1558>
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_3821><s_c_2697>
【2025-12-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7743><s_b_6944><s_c_738>
  --:-- [商品-点击] <|prod_begin|><s_a_6693><s_b_576><s_c_5629>
  --:-- [商品-购买] <|prod_begin|><s_a_6693><s_b_576><s_c_5629>
  15:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_1986>
  20:13 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_3496><s_c_5839>
【2025-12-29】
  00:20 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5106><s_c_5349>
  01:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7099>
  04:24 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5349><s_c_77>
  06:36 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6758>
  --:-- [商品-点击] <|prod_begin|><s_a_7402><s_b_8181><s_c_6792>
  --:-- [商品-点击] <|prod_begin|><s_a_1193><s_b_7912><s_c_4655>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2558><s_c_4422>
  --:-- [商品-点击] <|prod_begin|><s_a_6796><s_b_4000><s_c_1267>
  --:-- [商品-点击] <|prod_begin|><s_a_1219><s_b_4433><s_c_2020>
  --:-- [商品-点击] <|prod_begin|><s_a_5951><s_b_2868><s_c_1097>
  15:01 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6351><s_c_993>
【2025-12-30】
  01:18 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_1939>
  04:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2828><s_c_2599>
  06:20 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2828><s_c_1659>
【2025-12-31】
  05:34 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2221><s_c_1767>
  08:21 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3221>
  --:-- [商品-点击] <|prod_begin|><s_a_7743><s_b_6065><s_c_5146>
  --:-- [商品-点击] <|prod_begin|><s_a_5337><s_b_2237><s_c_6792>
  22:57 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_8096>
【2026-01-01】
  02:57 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_7874>
  04:24 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_7874>
  --:-- [商品-点击] <|prod_begin|><s_a_6796><s_b_2541><s_c_2766>
  13:59 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_1659>
【2026-01-02】
  05:45 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_7174><s_c_4683>
  05:45 [广告-深度转化] <|ad_begin|><s_a_491><s_b_2221><s_c_6767>
  --:-- [商品-点击] <|prod_begin|><s_a_3658><s_b_2314><s_c_1353>
【2026-01-03】
  04:17 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2485><s_c_3026>
  08:43 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2455>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4641><s_c_7366>
  09:22 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2912>
【2026-01-04】
  09:16 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_689><s_c_7548>
  11:35 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3424>
  14:29 [广告-深度转化] <|ad_begin|><s_a_2578><s_b_177><s_c_2460>
【2026-01-05】
  00:04 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_3036>
  --:-- [商品-点击] <|prod_begin|><s_a_2538><s_b_3348><s_c_1882>
  10:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6767>
  23:58 [广告-深度转化] <|ad_begin|><s_a_3193><s_b_5349><s_c_141>
【2026-01-06】
  00:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3047>
  05:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6227>
  05:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1>
  06:19 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_6767>
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4956><s_c_2658>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_2710><s_c_309>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5298><s_c_6619>
  --:-- [商品-点击] <|prod_begin|><s_a_435><s_b_4619><s_c_7196>
  --:-- [商品-点击] <|prod_begin|><s_a_3222><s_b_2864><s_c_8159>
  12:24 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6240>
  12:24 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6240>
  12:46 [广告-点击] <|ad_begin|><s_a_7331><s_b_1944><s_c_6073>
  13:20 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
  21:15 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_7588>
  21:15 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_7588>
【2026-01-07】
  07:58 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3775>
  08:11 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_4033><s_c_6075>
  08:11 [广告-点击] <|ad_begin|><s_a_6386><s_b_4033><s_c_6075>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_6454><s_c_1189>
  09:59 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
  09:59 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
  10:33 [广告-点击] <|ad_begin|><s_a_7088><s_b_5535><s_c_7616>
  11:14 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_8042>
  11:23 [广告-点击] <|ad_begin|><s_a_2832><s_b_7864><s_c_6047>
  11:44 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
  13:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2526>
  13:59 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6767>
  14:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_5294>
  23:36 [广告-点击] <|ad_begin|><s_a_3193><s_b_5349><s_c_141>
  23:48 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5187>
  23:48 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5187>
【2026-01-08】
  08:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_5349><s_c_3501>
  --:-- [商品-点击] <|prod_begin|><s_a_7336><s_b_93><s_c_4942>
  10:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_2246><s_c_2370>
  10:24 [广告-点击] <|ad_begin|><s_a_4130><s_b_6234><s_c_2374>
  10:34 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
  10:34 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
  11:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_6047><s_c_5562>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_4464><s_b_6606><s_c_5640>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_6606><s_c_597>
  14:03 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
  14:03 [广告-点击] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
  19:06 [广告-点击] <|ad_begin|><s_a_5960><s_b_7455><s_c_7137>
  19:17 [广告-点击] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
【2026-01-10】
  06:14 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2225>
  --:-- [商品-点击] <|prod_begin|><s_a_5028><s_b_176><s_c_5586>
  10:43 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4978>
  10:43 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4978>
【2026-01-11】
  00:01 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6436><s_c_5563>
  00:01 [广告-点击] <|ad_begin|><s_a_1708><s_b_6436><s_c_5563>
  00:10 [广告-点击] <|ad_begin|><s_a_1119><s_b_3932><s_c_1402>
  01:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_3589><s_c_146>
  01:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_3589><s_c_146>
  04:44 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3845>
  04:44 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3845>
  --:-- [商品-点击] <|prod_begin|><s_a_623><s_b_81><s_c_5235>
  09:20 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2225>
  09:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2225>
【2026-01-12】
  05:33 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3913>
  05:33 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3913>
  07:44 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5061>
  07:44 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5061>
  --:-- [商品-点击] <|prod_begin|><s_a_1523><s_b_7878><s_c_6361>
【2026-01-13】
  00:01 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_876><s_c_5563>
  00:01 [广告-点击] <|ad_begin|><s_a_7939><s_b_876><s_c_5563>
  00:38 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6956>
  03:12 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1179>
  03:12 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1179>
  04:14 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5315>
  04:14 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5315>
  05:19 [广告-点击] <|ad_begin|><s_a_2201><s_b_2312><s_c_6962>
  05:31 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3742>
  05:31 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3742>
【2026-01-14】
  01:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1310><s_c_7548>
  01:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_1310><s_c_7548>
  02:58 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1310><s_c_7548>
  02:58 [广告-点击] <|ad_begin|><s_a_2832><s_b_1310><s_c_7548>
  03:15 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6674>
  03:15 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6674>
  04:05 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5315>
  04:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
  04:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
  06:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_3447><s_c_2465>
  07:09 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1642><s_c_7616>
  07:09 [广告-点击] <|ad_begin|><s_a_5673><s_b_1642><s_c_7616>
  07:14 [广告-点击] <|ad_begin|><s_a_7331><s_b_1944><s_c_6073>
  --:-- [商品-点击] <|prod_begin|><s_a_4520><s_b_5608><s_c_1267>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_6147><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_5701><s_b_6944><s_c_3364>
【2026-01-15】
  01:31 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4454>
  02:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_5106><s_c_5349>
  08:49 [广告-点击] <|ad_begin|><s_a_825><s_b_6519><s_c_1957>
  --:-- [商品-点击] <|prod_begin|><s_a_330><s_b_7821><s_c_5135>
  10:59 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_6725>
  10:59 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_6725>
  21:03 [广告-点击] <|ad_begin|><s_a_1393><s_b_5106><s_c_5349>
  21:27 [广告-点击] <|ad_begin|><s_a_825><s_b_6519><s_c_1957>
  21:47 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4454>
【2026-01-16】
  08:32 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7041>
【2026-01-19】
  22:25 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_523>
【2026-01-21】
  01:03 [广告-点击] <|ad_begin|><s_a_6126><s_b_1119><s_c_6712>
【2026-01-23】
  13:09 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
  20:28 [视频-收藏/长播] <|video_begin|><s_a_599><s_b_2817><s_c_853>
【2026-01-24】
  --:-- [商品-点击] <|prod_begin|><s_a_81><s_b_6469><s_c_2361>
【2026-01-25】
  14:15 [视频-收藏/长播] <|video_begin|><s_a_2211><s_b_2607><s_c_3111>
  20:48 [视频-转发/收藏/长播] <|video_begin|><s_a_6145><s_b_4009><s_c_7517>
  21:21 [视频-收藏/长播] <|video_begin|><s_a_2125><s_b_6561><s_c_6623>
【2026-01-28】
  17:25 [视频-点赞/长播] <|video_begin|><s_a_1217><s_b_3722><s_c_7502>
【2026-01-30】
  12:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_2211><s_b_6477><s_c_1535>
  22:37 [视频-浏览] <|video_begin|><s_a_2627><s_b_2632><s_c_2446>
【2026-01-31】
  00:42 [广告-深度转化] <|ad_begin|><s_a_923><s_b_8008><s_c_6185>
  00:42 [广告-点击] <|ad_begin|><s_a_923><s_b_8008><s_c_6185>
  01:36 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4330><s_c_6601>
  02:14 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_5349><s_c_5563>
  02:14 [广告-点击] <|ad_begin|><s_a_5960><s_b_5349><s_c_5563>
  08:59 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_2522>
  11:05 [广告-点击] <|ad_begin|><s_a_795><s_b_5349><s_c_2568>
  17:54 [视频-长播] <|video_begin|><s_a_6904><s_b_4915><s_c_111>
  18:09 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
  18:09 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
  18:53 [视频-长播] <|video_begin|><s_a_6154><s_b_2854><s_c_1708>
【2026-02-01】
  00:03 [视频-评论/长播] <|video_begin|><s_a_6757><s_b_2352><s_c_4003>
  03:53 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_5349><s_c_3501>
  03:53 [广告-点击] <|ad_begin|><s_a_5960><s_b_5349><s_c_3501>
  12:16 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
  18:06 [视频-长播] <|video_begin|><s_a_335><s_b_7670><s_c_6222>
  18:07 [视频-长播] <|video_begin|><s_a_2132><s_b_3937><s_c_4509>
  22:42 [视频-长播] <|video_begin|><s_a_3450><s_b_839><s_c_5928>
  22:42 [视频-长播] <|video_begin|><s_a_7251><s_b_1337><s_c_4512>
  22:51 [视频-长播] <|video_begin|><s_a_1658><s_b_7455><s_c_3672>
  22:51 [视频-长播] <|video_begin|><s_a_6594><s_b_2246><s_c_5673>
【2026-02-02】
  01:31 [广告-点击] <|ad_begin|><s_a_4157><s_b_5349><s_c_5911>
  04:38 [视频-长播] <|video_begin|><s_a_4646><s_b_3589><s_c_2568>
  04:38 [视频-长播] <|video_begin|><s_a_7411><s_b_5511><s_c_7615>
  05:46 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
  05:46 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
  06:10 [视频-长播] <|video_begin|><s_a_4795><s_b_6261><s_c_875>
  06:13 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
  13:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4794>
  13:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4794>
  13:52 [视频-长播] <|video_begin|><s_a_532><s_b_978><s_c_853>
  13:52 [视频-长播] <|video_begin|><s_a_2408><s_b_3589><s_c_2568>
  13:52 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_443>
  14:00 [视频-长播] <|video_begin|><s_a_7312><s_b_3006><s_c_360>
  14:00 [视频-收藏/长播] <|video_begin|><s_a_3430><s_b_3898><s_c_6314>
  23:00 [视频-长播] <|video_begin|><s_a_1880><s_b_4841><s_c_6927>
  23:00 [视频-长播] <|video_begin|><s_a_7176><s_b_1292><s_c_1337>
  23:06 [视频-长播] <|video_begin|><s_a_7866><s_b_4324><s_c_5591>
  23:08 [视频-长播] <|video_begin|><s_a_6140><s_b_2061><s_c_6619>
【2026-02-03】
  04:13 [视频-长播] <|video_begin|><s_a_8110><s_b_5511><s_c_5588>
  07:45 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_1619>
  07:45 [视频-长播] <|video_begin|><s_a_4957><s_b_3589><s_c_7790>
  07:45 [视频-长播] <|video_begin|><s_a_4646><s_b_6033><s_c_7671>
  07:59 [视频-长播] <|video_begin|><s_a_4615><s_b_1749><s_c_607>
  08:11 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_3522>
  08:11 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3522>
  08:47 [视频-长播] <|video_begin|><s_a_5254><s_b_1411><s_c_2530>
  08:47 [视频-长播] <|video_begin|><s_a_1883><s_b_7246><s_c_5183>
  08:47 [视频-长播] <|video_begin|><s_a_2015><s_b_4262><s_c_6601>
  08:47 [视频-长播] <|video_begin|><s_a_6258><s_b_57><s_c_141>
  08:51 [视频-关注/长播] <|video_begin|><s_a_6627><s_b_6889><s_c_5673>
【2026-02-04】
  04:56 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_2460>
  07:09 [视频-长播] <|video_begin|><s_a_7385><s_b_1119><s_c_987>
  07:09 [视频-长播] <|video_begin|><s_a_4969><s_b_57><s_c_6327>
  07:43 [视频-长播] <|video_begin|><s_a_7771><s_b_7180><s_c_2653>
  07:43 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_7549><s_c_6442>
  12:41 [视频-长播] <|video_begin|><s_a_6321><s_b_7665><s_c_907>
  17:37 [视频-长播] <|video_begin|><s_a_7251><s_b_3552><s_c_5961>
  17:42 [视频-长播] <|video_begin|><s_a_4092><s_b_4968><s_c_5120>
  17:44 [视频-长播] <|video_begin|><s_a_4401><s_b_4246><s_c_428>
  17:50 [视频-长播] <|video_begin|><s_a_335><s_b_6798><s_c_3889>
  17:52 [视频-长播] <|video_begin|><s_a_4113><s_b_4288><s_c_99>
  18:27 [视频-长播] <|video_begin|><s_a_4392><s_b_6708><s_c_6390>
  18:33 [视频-长播] <|video_begin|><s_a_232><s_b_2604><s_c_6313>
  18:38 [视频-长播] <|video_begin|><s_a_4392><s_b_7348><s_c_99>
  18:43 [视频-长播] <|video_begin|><s_a_4479><s_b_6123><s_c_4479>
  18:43 [视频-长播] <|video_begin|><s_a_5220><s_b_1395><s_c_3659>
  18:45 [视频-长播] <|video_begin|><s_a_4178><s_b_3538><s_c_8030>
  18:47 [视频-长播] <|video_begin|><s_a_3454><s_b_3472><s_c_7818>
  18:53 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4939><s_c_6935>
  18:53 [广告-点击] <|ad_begin|><s_a_786><s_b_4939><s_c_6935>
【2026-02-05】
  03:46 [视频-长播] <|video_begin|><s_a_6705><s_b_7571><s_c_2661>
  03:46 [视频-长播] <|video_begin|><s_a_1478><s_b_3673><s_c_7713>
  03:46 [视频-长播] <|video_begin|><s_a_7312><s_b_3006><s_c_360>
  04:17 [视频-长播] <|video_begin|><s_a_4646><s_b_108><s_c_5193>

角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题，严格提取出所有相关的历史交互条目。

主题：从家居装修到软装升级的决策演化

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|prod_begin|><s_a_4252><s_b_3335><s_c_7932>","<|prod_begin|><s_a_4679><s_b_6678><s_c_7019>","<|prod_begin|><s_a_2683><s_b_5574><s_c_7912>","<|prod_begin|><s_a_307><s_b_5574><s_c_3367>","<|prod_begin|><s_a_6488><s_b_6824><s_c_4877>","<|prod_begin|><s_a_3074><s_b_4295><s_c_444>","<|prod_begin|><s_a_2538><s_b_3348><s_c_1882>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-02-06】
  --:-- [直播-关注] <|living_begin|><s_a_4366><s_b_1583><s_c_6278>
【2025-02-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7549><s_c_875>
【2025-03-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_3355>
【2025-05-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_3026>
【2025-06-24】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_3079>
【2025-07-09】
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_6824><s_c_1685>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_6824><s_c_3662>
【2025-07-11】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3608>
【2025-07-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_621><s_c_439>
【2025-07-27】
  --:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_7858><s_c_5549>
【2025-08-07】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_6234><s_c_7657>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_5331>
  --:-- [商品-购买] <|prod_begin|><s_a_6688><s_b_5638><s_c_708>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_237><s_b_4538><s_c_7128>
【2025-08-14】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_3676>
【2025-08-18】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_2493>
【2025-08-25】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_697><s_c_3026>
【2025-08-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3457><s_b_5302><s_c_809>
【2025-08-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_5200><s_c_7348>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_4743><s_c_5514>
【2025-09-05】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_7288><s_c_4724>
【2025-09-07】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6202>
【2025-09-09】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4950><s_c_3676>
【2025-09-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_341><s_c_3122>
【2025-09-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_3206><s_c_2681>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_746><s_c_1685>
【2025-09-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4545><s_c_2403>
【2025-09-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_1150>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_4619><s_c_526>
  --:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_614><s_c_4908>
【2025-09-25】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4252><s_c_2298>
【2025-10-23】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6831>
【2025-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7399><s_c_5779>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_8134><s_c_5962>
  --:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_4464><s_c_3503>
【2025-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_6753><s_b_3453><s_c_1735>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_6491><s_c_250>
【2025-11-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_1527><s_c_6278>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_1469><s_c_7213>
【2025-11-06】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_1527><s_c_2403>
【2025-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_6683><s_c_3483>
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_4021><s_c_5344>
  --:-- [商品-购买] <|prod_begin|><s_a_4345><s_b_1870><s_c_6256>
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_7820><s_c_2477>
【2025-11-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_665><s_c_3884>
【2025-11-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7778><s_c_5985>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6528><s_b_5478><s_c_5300>
  --:-- [商品-购买] <|prod_begin|><s_a_6528><s_b_5478><s_c_1099>
【2025-11-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6528><s_b_5478><s_c_5300>
【2025-11-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6528><s_b_5478><s_c_5300>
  --:-- [商品-购买] <|prod_begin|><s_a_2958><s_b_5478><s_c_1453>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_3206><s_c_3993>
【2025-11-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1932><s_b_5478><s_c_7978>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6655><s_b_6818><s_c_5314>
【2025-11-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6719><s_b_3584><s_c_2866>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3930><s_c_4845>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_6307><s_c_523>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2138><s_b_3479><s_c_6517>
  --:-- [商品-购买] <|prod_begin|><s_a_3351><s_b_2326><s_c_7819>
  --:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_3569><s_c_1857>
  --:-- [商品-购买] <|prod_begin|><s_a_7474><s_b_4458><s_c_4886>
【2025-12-03】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_581><s_c_330>
  --:-- [商品-购买] <|prod_begin|><s_a_4545><s_b_7789><s_c_5401>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_3803><s_c_3803>
  --:-- [商品-购买] <|prod_begin|><s_a_7315><s_b_2956><s_c_6140>
【2025-12-09】
  04:17 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1363>
【2025-12-10】
  00:31 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_8096>
  04:13 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_77>
  04:13 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_77>
  15:15 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
  15:15 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
  23:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
  23:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
【2025-12-11】
  09:00 [广告-点击] <|ad_begin|><s_a_7611><s_b_4033><s_c_3026>
【2025-12-12】
  --:-- [直播-打赏] <|living_begin|><s_a_209><s_b_1217><s_c_1734>
  01:26 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_5893><s_c_4373>
  01:26 [广告-点击] <|ad_begin|><s_a_1474><s_b_5893><s_c_4373>
  01:30 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
  01:30 [广告-点击] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
  06:07 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7003>
  06:07 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7003>
【2025-12-13】
  22:06 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_4173><s_c_853>
  22:06 [广告-点击] <|ad_begin|><s_a_3082><s_b_4173><s_c_853>
【2025-12-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_4383>
  03:40 [广告-点击] <|ad_begin|><s_a_7879><s_b_451><s_c_2460>
【2025-12-18】
  15:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_5563>
  15:06 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_5563>
【2025-12-19】
  10:50 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  10:50 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
【2025-12-20】
  04:23 [广告-点击] <|ad_begin|><s_a_2526><s_b_689><s_c_4978>
  06:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_6767>
  08:44 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
  08:44 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
【2025-12-21】
  07:05 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_2568>
【2025-12-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7781><s_b_1266><s_c_7145>
  16:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6072>
  16:35 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6072>
  20:15 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6072>
  20:15 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6072>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6648><s_b_7493><s_c_5485>
【2025-12-24】
  08:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7946><s_c_4508>
  08:08 [广告-点击] <|ad_begin|><s_a_2832><s_b_7946><s_c_4508>
  --:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_2649><s_c_5779>
【2025-12-25】
  --:-- [商品-点击] <|prod_begin|><s_a_731><s_b_4549><s_c_29>
【2025-12-26】
  --:-- [商品-点击] <|prod_begin|><s_a_6648><s_b_1424><s_c_1690>
  --:-- [商品-点击] <|prod_begin|><s_a_6648><s_b_7493><s_c_5485>
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_6498><s_c_3692>
  --:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_4782><s_c_1786>
  14:55 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_481>
  14:55 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_481>
【2025-12-27】
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_850><s_c_3114>
  --:-- [商品-点击] <|prod_begin|><s_a_6648><s_b_7493><s_c_5485>
  --:-- [商品-点击] <|prod_begin|><s_a_4594><s_b_7891><s_c_705>
  09:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1707>
  09:07 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1707>
【2025-12-28】
  03:33 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7076>
  03:33 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7076>
【2025-12-29】
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_850><s_c_3114>
【2025-12-30】
  12:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3367>
【2025-12-31】
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_6804><s_c_5064>
【2026-01-01】
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4464><s_c_3254>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_4464><s_c_3254>
【2026-01-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5658><s_c_5022>
【2026-01-03】
  --:-- [商品-点击] <|prod_begin|><s_a_5962><s_b_7687><s_c_5312>
  --:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_2103><s_c_7586>
  --:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_1668><s_c_3240>
【2026-01-05】
  --:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_2649><s_c_5779>
【2026-01-06】
  15:04 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5085>
  15:04 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_5085>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_3589>
  07:47 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2912>
  07:47 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_2912>
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_3393><s_c_3650>
【2026-01-09】
  12:13 [广告-点击] <|ad_begin|><s_a_3014><s_b_1802><s_c_4923>
  14:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6047><s_c_3026>
  14:34 [广告-点击] <|ad_begin|><s_a_5673><s_b_6047><s_c_3026>
【2026-01-10】
  03:49 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>
  03:49 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>
【2026-01-11】
  --:-- [商品-点击] <|prod_begin|><s_a_5701><s_b_3451><s_c_2084>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_1505><s_c_7775>
  10:28 [广告-点击] <|ad_begin|><s_a_7989><s_b_1715><s_c_6873>
  23:49 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_1339>
  23:49 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_1339>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_2649><s_c_5779>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5571><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_5406><s_b_4516><s_c_4641>
  --:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_2547><s_c_3456>
  --:-- [商品-购买] <|prod_begin|><s_a_5406><s_b_4516><s_c_4641>
【2026-01-14】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5815>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_351><s_c_687>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_2235>
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_7877><s_c_7057>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7262><s_c_4422>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_343>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3915><s_c_5895>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_343>
【2026-01-15】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_2541><s_c_1713>
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_6804><s_c_5064>
【2026-01-16】
  --:-- [直播-打赏] <|living_begin|><s_a_7695><s_b_5384><s_c_54>
【2026-01-19】
  05:02 [广告-点击] <|ad_begin|><s_a_2832><s_b_689><s_c_237>
  05:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
【2026-01-21】
  08:10 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_6227>
  08:10 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6227>
  16:15 [广告-点击] <|ad_begin|><s_a_7331><s_b_7216><s_c_7141>
【2026-01-22】
  05:30 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
  05:30 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
  06:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1000>
  --:-- [商品-点击] <|prod_begin|><s_a_2099><s_b_1715><s_c_5634>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_3187><s_c_5358>
  --:-- [商品-点击] <|prod_begin|><s_a_7727><s_b_3206><s_c_8130>
【2026-01-24】
  23:35 [视频-长播] <|video_begin|><s_a_5146><s_b_5646><s_c_3928>
  23:38 [广告-点击] <|ad_begin|><s_a_6162><s_b_4733><s_c_7019>
  23:57 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
  23:57 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
【2026-01-25】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_7874><s_c_1643>
【2026-01-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1093>
  00:39 [视频-长播] <|video_begin|><s_a_791><s_b_6635><s_c_6047>
  00:59 [视频-长播] <|video_begin|><s_a_757><s_b_7261><s_c_5563>
  00:59 [视频-长播] <|video_begin|><s_a_6401><s_b_7894><s_c_7289>
  00:59 [视频-长播] <|video_begin|><s_a_2135><s_b_4571><s_c_38>
  22:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  22:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
【2026-01-27】
  08:12 [视频-长播] <|video_begin|><s_a_16><s_b_6426><s_c_1306>
  --:-- [商品-点击] <|prod_begin|><s_a_4727><s_b_2498><s_c_5281>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1795><s_c_1451>
  08:34 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
  08:34 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
  10:18 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_1306>
  10:27 [视频-长播] <|video_begin|><s_a_2135><s_b_7571><s_c_3026>
  10:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4603>
  10:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4603>
  16:09 [广告-点击] <|ad_begin|><s_a_7989><s_b_1715><s_c_6873>
【2026-01-28】
  02:15 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_1317>
  02:15 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_1317>
  03:08 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
  20:11 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_164><s_c_141>
  20:11 [广告-点击] <|ad_begin|><s_a_2832><s_b_164><s_c_141>
  20:13 [视频-长播] <|video_begin|><s_a_4684><s_b_6379><s_c_5563>
  20:16 [视频-长播] <|video_begin|><s_a_6106><s_b_3803><s_c_7156>
  23:44 [视频-长播] <|video_begin|><s_a_661><s_b_581><s_c_4654>
  23:44 [视频-长播] <|video_begin|><s_a_716><s_b_5857><s_c_6513>
【2026-01-29】
  01:04 [视频-长播] <|video_begin|><s_a_4598><s_b_4798><s_c_6863>
  06:06 [视频-长播] <|video_begin|><s_a_4598><s_b_7120><s_c_7671>
  07:45 [视频-长播] <|video_begin|><s_a_5019><s_b_2504><s_c_7732>
  08:03 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>
  08:03 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>
  20:05 [视频-长播] <|video_begin|><s_a_118><s_b_1822><s_c_4141>
  20:17 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5781><s_c_2194>
  20:17 [广告-点击] <|ad_begin|><s_a_2111><s_b_5781><s_c_2194>
【2026-01-30】
  07:53 [视频-长播] <|video_begin|><s_a_5602><s_b_4944><s_c_831>
  07:53 [视频-长播] <|video_begin|><s_a_6904><s_b_3399><s_c_6873>
  07:53 [视频-长播] <|video_begin|><s_a_3385><s_b_800><s_c_2038>
  --:-- [商品-点击] <|prod_begin|><s_a_135><s_b_2498><s_c_7334>
  10:37 [视频-长播] <|video_begin|><s_a_5019><s_b_2504><s_c_8010>
  10:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_581><s_c_5749>
  10:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_581><s_c_5749>
  23:13 [视频-长播] <|video_begin|><s_a_2015><s_b_5646><s_c_2695>
  23:13 [视频-长播] <|video_begin|><s_a_7077><s_b_5857><s_c_1591>
  23:13 [视频-长播] <|video_begin|><s_a_3482><s_b_2865><s_c_8042>
  23:26 [视频-长播] <|video_begin|><s_a_6321><s_b_7180><s_c_5687>
【2026-01-31】
  00:12 [视频-长播] <|video_begin|><s_a_4646><s_b_5904><s_c_3921>
  00:12 [视频-长播] <|video_begin|><s_a_791><s_b_6635><s_c_1118>
  00:12 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_2789>
  00:12 [视频-长播] <|video_begin|><s_a_7879><s_b_946><s_c_1111>
  00:37 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  00:37 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  02:06 [广告-点击] <|ad_begin|><s_a_250><s_b_4246><s_c_6523>
  06:54 [视频-长播] <|video_begin|><s_a_4078><s_b_978><s_c_2226>
  06:54 [视频-长播] <|video_begin|><s_a_1229><s_b_281><s_c_5468>
  06:54 [视频-长播] <|video_begin|><s_a_6963><s_b_5672><s_c_7>
  06:54 [视频-长播] <|video_begin|><s_a_6510><s_b_5169><s_c_1664>
  07:15 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_4696>
  07:15 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_4696>
  --:-- [商品-点击] <|prod_begin|><s_a_6299><s_b_161><s_c_1955>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1798><s_c_5985>
  09:20 [视频-长播] <|video_begin|><s_a_7755><s_b_1903><s_c_1009>
  09:20 [视频-长播] <|video_begin|><s_a_6843><s_b_5237><s_c_3355>
  22:38 [视频-长播] <|video_begin|><s_a_2015><s_b_5676><s_c_5452>
【2026-02-01】
  02:20 [视频-长播] <|video_begin|><s_a_6766><s_b_1903><s_c_6379>
  04:21 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3054>
  04:48 [视频-长播] <|video_begin|><s_a_16><s_b_6436><s_c_607>
  05:02 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_1141><s_c_6707>
  05:02 [广告-点击] <|ad_begin|><s_a_7611><s_b_1141><s_c_6707>
  10:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  10:46 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  11:21 [广告-点击] <|ad_begin|><s_a_1351><s_b_5349><s_c_1914>
  14:40 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
【2026-02-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_3284><s_c_3111>
  10:41 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4794>
  10:41 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4794>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4880><s_b_1021><s_c_5007>
【2026-02-04】
  01:34 [视频-长播] <|video_begin|><s_a_6510><s_b_1358><s_c_2211>
  01:34 [视频-长播] <|video_begin|><s_a_6963><s_b_4432><s_c_1620>
  04:17 [广告-点击] <|ad_begin|><s_a_1351><s_b_7894><s_c_6057>
  15:02 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3970>
【2026-02-05】
  08:22 [视频-长播] <|video_begin|><s_a_960><s_b_57><s_c_7667>
  08:22 [视频-长播] <|video_begin|><s_a_5254><s_b_1903><s_c_5776>
  08:22 [视频-长播] <|video_begin|><s_a_116><s_b_7571><s_c_5823>
  08:22 [视频-长播] <|video_begin|><s_a_1786><s_b_90><s_c_1179>
  08:35 [视频-长播] <|video_begin|><s_a_7755><s_b_4733><s_c_1719>
  08:38 [视频-长播] <|video_begin|><s_a_661><s_b_6891><s_c_6278>
  08:38 [视频-长播] <|video_begin|><s_a_5218><s_b_370><s_c_7609>
  08:38 [视频-长播] <|video_begin|><s_a_5254><s_b_5857><s_c_3116>
  08:38 [视频-长播] <|video_begin|><s_a_6165><s_b_7200><s_c_7532>
  08:47 [视频-长播] <|video_begin|><s_a_1692><s_b_8151><s_c_6278>
  10:17 [视频-长播] <|video_begin|><s_a_5295><s_b_6234><s_c_7006>
  15:09 [广告-点击] <|ad_begin|><s_a_3014><s_b_1802><s_c_4923>
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心提取逻辑 (递进性准则)：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请根据以下主题提取行为逻辑链：
主题：从车辆养护到专业工具采购的决策闭环

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从车辆养护到专业工具采购的决策闭环",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从车辆养护到专业工具采购的决策闭环","events":[{"date":"2025-08-29","action":"[商品-购买] <|prod_begin|><s_a_4994><s_b_4743><s_c_5514>","logic":"问题触发：用户开始关注并试图解决柴油发动机的“烧机油、冒蓝烟、降噪音”等具体问题，表明其正在进行车辆维护。"},{"date":"2025-09-13","action":"[商品-购买] <|prod_begin|><s_a_2779><s_b_341><s_c_3122>","logic":"行为升级与工具聚焦：在进行了发动机维护后，用户购买了“5吨”承重级别的专业“吊装带”。这标志着用户的行为从简单的添加剂式保养，升级到了可能涉及发动机或重型部件吊装的深度维修或作业层面，体现了从“养”到“修”的认知和能力跃迁。"},{"date":"2025-09-24","action":"[商品-购买] <|prod_begin|><s_a_2488><s_b_614><s_c_4908>","logic":"系统性维护深化：在购买了核心维修工具后，用户进一步采购了“油水分离器”，这是对柴油发动机燃油系统的关键维护。此行为与前期的发动机抗磨保养和重型吊装工具形成了完整的“诊断-维修-系统优化”闭环，进一步证实了用户正在进行系统性的车辆深度维护。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-02-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_7795><s_c_7911>
【2024-03-11】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_7517><s_c_1218>
【2024-04-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_5270><s_c_6301>
【2024-07-16】
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_2863><s_c_7871>
【2024-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_93><s_c_2639>
【2024-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_3789><s_b_3321><s_c_3286>
【2024-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_1752><s_c_6965>
【2024-12-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_4433><s_c_2639>
【2025-03-23】
  --:-- [商品-购买] <|prod_begin|><s_a_5337><s_b_581><s_c_713>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_1679><s_c_7222>
【2025-10-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1896><s_b_6545><s_c_2639>
【2025-11-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3486><s_b_1142><s_c_1978>
【2025-11-17】
  --:-- [商品-点击] <|prod_begin|><s_a_3275><s_b_3609><s_c_6643>
【2025-11-21】
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_3624><s_c_1082>
【2025-11-22】
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5026><s_c_7119>
  --:-- [商品-购买] <|prod_begin|><s_a_2083><s_b_5026><s_c_7119>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_2931><s_b_5260><s_c_3547>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6653><s_c_4393>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_8125><s_c_211>
【2025-11-24】
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4353><s_c_5022>
  --:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_4353><s_c_3483>
【2025-11-25】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6653><s_c_4393>
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_3624><s_c_1082>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6653><s_c_4393>
【2025-11-27】
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_3624><s_c_1082>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_2119><s_c_3662>
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_3624><s_c_1082>
【2025-12-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2861><s_b_5658><s_c_3515>
【2025-12-04】
  --:-- [商品-点击] <|prod_begin|><s_a_1978><s_b_3827><s_c_1241>
【2025-12-06】
  --:-- [商品-点击] <|prod_begin|><s_a_1978><s_b_3827><s_c_1241>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_1055><s_c_1510>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_1896><s_b_2808><s_c_6920>
【2025-12-08】
  --:-- [商品-点击] <|prod_begin|><s_a_3884><s_b_3733><s_c_5145>
【2025-12-11】
  --:-- [商品-点击] <|prod_begin|><s_a_5045><s_b_2085><s_c_1427>
【2025-12-12】
  05:48 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_6486>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_6694><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_1591><s_b_6117><s_c_4301>
  --:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_4353><s_c_3483>
  23:58 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_3456><s_c_7588>
【2025-12-13】
  06:33 [广告-点击] <|ad_begin|><s_a_2817><s_b_6519><s_c_360>
  11:15 [广告-深度转化] <|ad_begin|><s_a_5907><s_b_6085><s_c_2599>
  11:15 [广告-点击] <|ad_begin|><s_a_5907><s_b_6085><s_c_2599>
【2025-12-14】
  07:06 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_5563>
  07:06 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_5563>
  12:05 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_5680><s_c_6227>
  12:05 [广告-点击] <|ad_begin|><s_a_4745><s_b_5680><s_c_6227>
  12:13 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4033><s_c_2513>
  12:13 [广告-点击] <|ad_begin|><s_a_2817><s_b_4033><s_c_2513>
  12:33 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_8003>
  12:33 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_8003>
  --:-- [商品-点击] <|prod_begin|><s_a_7884><s_b_1534><s_c_3914>
【2025-12-15】
  05:59 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2865><s_c_6609>
  05:59 [广告-点击] <|ad_begin|><s_a_2817><s_b_2865><s_c_6609>
  10:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6047><s_c_1246>
  10:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_6047><s_c_1246>
【2025-12-16】
  00:03 [广告-点击] <|ad_begin|><s_a_2817><s_b_4134><s_c_7268>
  11:42 [广告-点击] <|ad_begin|><s_a_6567><s_b_7963><s_c_8010>
  14:16 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_4692><s_c_499>
  14:16 [广告-点击] <|ad_begin|><s_a_7038><s_b_4692><s_c_499>
  23:26 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_8003>
  23:26 [广告-点击] <|ad_begin|><s_a_2817><s_b_6519><s_c_8003>
  23:29 [广告-点击] <|ad_begin|><s_a_2817><s_b_7218><s_c_5622>
  23:34 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_2165>
  23:37 [广告-点击] <|ad_begin|><s_a_829><s_b_6230><s_c_74>
  23:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2865><s_c_6609>
  23:40 [广告-点击] <|ad_begin|><s_a_2817><s_b_2865><s_c_6609>
【2025-12-17】
  07:47 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_294>
  07:53 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3785><s_c_1485>
  07:53 [广告-点击] <|ad_begin|><s_a_5115><s_b_3785><s_c_1485>
【2025-12-18】
  10:39 [广告-点击] <|ad_begin|><s_a_4745><s_b_5680><s_c_6227>
  10:45 [广告-点击] <|ad_begin|><s_a_2817><s_b_7498><s_c_6390>
  10:46 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1910><s_c_6601>
  10:46 [广告-点击] <|ad_begin|><s_a_2817><s_b_1910><s_c_6601>
  --:-- [商品-点击] <|prod_begin|><s_a_2687><s_b_6186><s_c_5585>
  --:-- [商品-点击] <|prod_begin|><s_a_5563><s_b_5206><s_c_5983>
  --:-- [商品-购买] <|prod_begin|><s_a_2687><s_b_6186><s_c_5585>
  21:01 [广告-点击] <|ad_begin|><s_a_2817><s_b_6123><s_c_5486>
  21:03 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_2693>
  21:05 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_7099>
  21:05 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_7099>
  21:12 [广告-点击] <|ad_begin|><s_a_7038><s_b_4692><s_c_499>
  21:25 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2485><s_c_5305>
  21:25 [广告-点击] <|ad_begin|><s_a_2817><s_b_2485><s_c_5305>
  21:47 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4932><s_c_3026>
  21:47 [广告-点击] <|ad_begin|><s_a_2817><s_b_4932><s_c_3026>
  21:48 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_876><s_c_5416>
  21:48 [广告-点击] <|ad_begin|><s_a_2817><s_b_876><s_c_5416>
  21:49 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1310><s_c_2988>
  21:49 [广告-点击] <|ad_begin|><s_a_2817><s_b_1310><s_c_2988>
  21:51 [广告-点击] <|ad_begin|><s_a_2817><s_b_6519><s_c_471>
  21:54 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_6616>
  21:55 [广告-点击] <|ad_begin|><s_a_7034><s_b_4477><s_c_5387>
  21:56 [广告-点击] <|ad_begin|><s_a_2817><s_b_7342><s_c_6227>
  21:58 [广告-点击] <|ad_begin|><s_a_2817><s_b_6484><s_c_651>
  23:32 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_631><s_c_2225>
  23:32 [广告-点击] <|ad_begin|><s_a_2817><s_b_631><s_c_2225>
  23:49 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_1179>
  23:49 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_1179>
【2025-12-19】
  00:23 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6973><s_c_7244>
  00:23 [广告-点击] <|ad_begin|><s_a_2817><s_b_6973><s_c_7244>
  07:05 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_876><s_c_1542>
  07:05 [广告-点击] <|ad_begin|><s_a_2817><s_b_876><s_c_1542>
  --:-- [商品-点击] <|prod_begin|><s_a_175><s_b_5348><s_c_7449>
  --:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_6845><s_c_4790>
  --:-- [商品-点击] <|prod_begin|><s_a_7983><s_b_3854><s_c_1787>
  21:15 [广告-点击] <|ad_begin|><s_a_2817><s_b_876><s_c_6215>
【2025-12-20】
  00:08 [广告-点击] <|ad_begin|><s_a_1596><s_b_7225><s_c_2321>
【2025-12-21】
  12:39 [广告-点击] <|ad_begin|><s_a_1527><s_b_4033><s_c_2226>
  18:58 [广告-点击] <|ad_begin|><s_a_2817><s_b_6379><s_c_6870>
  18:59 [广告-点击] <|ad_begin|><s_a_7261><s_b_3589><s_c_5563>
  23:31 [广告-点击] <|ad_begin|><s_a_7683><s_b_4404><s_c_5413>
【2025-12-27】
  23:07 [广告-点击] <|ad_begin|><s_a_7331><s_b_422><s_c_3098>
【2025-12-28】
  00:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5454><s_c_7790>
  22:43 [广告-深度转化] <|ad_begin|><s_a_759><s_b_6006><s_c_7073>
  22:43 [广告-点击] <|ad_begin|><s_a_759><s_b_6006><s_c_7073>
【2025-12-29】
  22:47 [广告-点击] <|ad_begin|><s_a_606><s_b_5431><s_c_4405>
【2025-12-31】
  20:27 [广告-点击] <|ad_begin|><s_a_1041><s_b_96><s_c_6707>
  20:28 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1751><s_c_5687>
  20:28 [广告-点击] <|ad_begin|><s_a_2817><s_b_1751><s_c_5687>
【2026-01-04】
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_7878><s_c_5831>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1103><s_c_3232>
【2026-01-05】
  18:03 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5646><s_c_47>
  18:03 [广告-点击] <|ad_begin|><s_a_2817><s_b_5646><s_c_47>
  --:-- [商品-点击] <|prod_begin|><s_a_1449><s_b_4406><s_c_3265>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_200><s_c_7125>
【2026-01-07】
  06:45 [广告-点击] <|ad_begin|><s_a_590><s_b_1740><s_c_6059>
  08:09 [广告-点击] <|ad_begin|><s_a_4193><s_b_2799><s_c_7310>
  18:03 [广告-点击] <|ad_begin|><s_a_431><s_b_1494><s_c_5506>
  19:06 [广告-点击] <|ad_begin|><s_a_4393><s_b_697><s_c_1719>
  22:50 [广告-点击] <|ad_begin|><s_a_590><s_b_1740><s_c_6059>
【2026-01-08】
  13:19 [广告-点击] <|ad_begin|><s_a_4320><s_b_978><s_c_6059>
【2026-01-09】
  22:38 [广告-点击] <|ad_begin|><s_a_5941><s_b_5169><s_c_1395>
【2026-01-10】
  01:13 [广告-点击] <|ad_begin|><s_a_6246><s_b_1494><s_c_1988>
  --:-- [商品-点击] <|prod_begin|><s_a_3550><s_b_2792><s_c_5186>
【2026-01-12】
  01:30 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_3193><s_c_5553>
  01:30 [广告-点击] <|ad_begin|><s_a_2817><s_b_3193><s_c_5553>
  01:47 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5429><s_c_4636>
  01:47 [广告-点击] <|ad_begin|><s_a_2817><s_b_5429><s_c_4636>
  01:55 [广告-点击] <|ad_begin|><s_a_2817><s_b_7952><s_c_7268>
  01:58 [广告-点击] <|ad_begin|><s_a_7034><s_b_7608><s_c_4735>
  05:57 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_7268>
  05:57 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_7268>
  05:58 [广告-点击] <|ad_begin|><s_a_1041><s_b_1747><s_c_4405>
【2026-01-15】
  03:59 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_594><s_c_1423>
  03:59 [广告-点击] <|ad_begin|><s_a_2817><s_b_594><s_c_1423>
  04:08 [广告-点击] <|ad_begin|><s_a_6162><s_b_2504><s_c_1136>
  --:-- [商品-点击] <|prod_begin|><s_a_1341><s_b_4782><s_c_2892>
【2026-01-16】
  15:34 [广告-点击] <|ad_begin|><s_a_2470><s_b_5641><s_c_6629>
  17:45 [广告-点击] <|ad_begin|><s_a_2817><s_b_7214><s_c_523>
【2026-01-18】
  --:-- [商品-点击] <|prod_begin|><s_a_3868><s_b_2956><s_c_110>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_7068><s_c_2987>
  --:-- [商品-点击] <|prod_begin|><s_a_5636><s_b_7725><s_c_4485>
  --:-- [商品-点击] <|prod_begin|><s_a_1341><s_b_4782><s_c_2892>
  --:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_3854><s_c_3603>
  --:-- [商品-购买] <|prod_begin|><s_a_1341><s_b_4782><s_c_2892>
【2026-01-19】
  04:27 [广告-点击] <|ad_begin|><s_a_2470><s_b_5641><s_c_6629>
【2026-01-22】
  06:56 [视频-点赞/长播] <|video_begin|><s_a_1499><s_b_3277><s_c_1306>
  06:59 [视频-点赞/长播] <|video_begin|><s_a_1943><s_b_6234><s_c_7076>
【2026-01-24】
  04:36 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7333><s_c_2781>
  04:40 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_4932><s_c_1935>
  04:40 [视频-点赞/长播] <|video_begin|><s_a_3531><s_b_1165><s_c_2656>
  04:40 [视频-点赞/长播] <|video_begin|><s_a_1990><s_b_558><s_c_7899>
  04:42 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_6924><s_c_5776>
  04:44 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_3691><s_c_1100>
  04:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_7378><s_b_1227><s_c_827>
  --:-- [商品-点击] <|prod_begin|><s_a_5040><s_b_3854><s_c_3477>
【2026-01-25】
  14:31 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_4944><s_c_535>
【2026-01-26】
  09:47 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_5429><s_c_998>
  09:47 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_2486><s_c_47>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_7866><s_b_7894><s_c_6264>
  11:17 [视频-评论/长播] <|video_begin|><s_a_2625><s_b_5373><s_c_7091>
【2026-01-28】
  02:55 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_3348><s_c_1462>
  02:57 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_3277><s_c_3659>
  05:28 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_883><s_c_8042>
  05:35 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_706><s_c_88>
  22:32 [视频-长播] <|video_begin|><s_a_4751><s_b_7381><s_c_2530>
  22:48 [视频-长播] <|video_begin|><s_a_6510><s_b_7165><s_c_5187>
  23:49 [视频-长播] <|video_begin|><s_a_3801><s_b_5952><s_c_5467>
  23:53 [视频-长播] <|video_begin|><s_a_6558><s_b_558><s_c_1215>
【2026-01-29】
  08:34 [视频-长播] <|video_begin|><s_a_1550><s_b_1443><s_c_3914>
  08:34 [视频-长播] <|video_begin|><s_a_7841><s_b_6080><s_c_6762>
  09:57 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_7608><s_c_2781>
  20:57 [视频-长播] <|video_begin|><s_a_5023><s_b_5760><s_c_4479>
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  21:02 [视频-长播] <|video_begin|><s_a_4032><s_b_3235><s_c_853>
  21:02 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_6234><s_c_8042>
  21:04 [视频-长播] <|video_begin|><s_a_3655><s_b_4879><s_c_3036>
【2026-01-30】
  05:41 [视频-长播] <|video_begin|><s_a_3935><s_b_628><s_c_2890>
  --:-- [商品-点击] <|prod_begin|><s_a_1896><s_b_746><s_c_797>
  20:34 [视频-长播] <|video_begin|><s_a_16><s_b_6261><s_c_1457>
  20:35 [视频-长播] <|video_begin|><s_a_2015><s_b_852><s_c_1767>
  20:35 [视频-长播] <|video_begin|><s_a_3655><s_b_5511><s_c_6360>
  20:35 [视频-长播] <|video_begin|><s_a_4615><s_b_1411><s_c_6072>
  20:36 [视频-长播] <|video_begin|><s_a_2828><s_b_3063><s_c_2568>
  20:38 [视频-长播] <|video_begin|><s_a_3450><s_b_1937><s_c_4479>
  20:38 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_3034>
【2026-01-31】
  23:20 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_883><s_c_4487>
【2026-02-01】
  13:15 [视频-长播] <|video_begin|><s_a_2015><s_b_631><s_c_1707>
  13:15 [视频-长播] <|video_begin|><s_a_4615><s_b_4552><s_c_4994>
【2026-02-03】
  20:16 [视频-长播] <|video_begin|><s_a_4615><s_b_7551><s_c_28>
  20:16 [视频-长播] <|video_begin|><s_a_4969><s_b_4491><s_c_2309>
  20:16 [视频-长播] <|video_begin|><s_a_2015><s_b_3456><s_c_7899>
  20:18 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7333><s_c_845>
  20:19 [视频-长播] <|video_begin|><s_a_3935><s_b_7870><s_c_2530>
  20:22 [视频-长播] <|video_begin|><s_a_6510><s_b_2585><s_c_2530>
  20:22 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1642><s_c_1774>
  20:23 [视频-长播] <|video_begin|><s_a_1880><s_b_414><s_c_4030>
  20:25 [视频-长播] <|video_begin|><s_a_3780><s_b_6434><s_c_7884>
  20:25 [视频-长播] <|video_begin|><s_a_6510><s_b_1720><s_c_3010>
  20:31 [视频-长播] <|video_begin|><s_a_8113><s_b_6779><s_c_47>
  20:31 [视频-长播] <|video_begin|><s_a_7866><s_b_6170><s_c_2695>
  20:33 [视频-长播] <|video_begin|><s_a_2015><s_b_3636><s_c_4794>
  20:33 [视频-长播] <|video_begin|><s_a_3935><s_b_7952><s_c_4479>
  20:34 [视频-长播] <|video_begin|><s_a_2562><s_b_1720><s_c_7921>
  20:34 [视频-长播] <|video_begin|><s_a_2015><s_b_1595><s_c_5162>
  20:34 [视频-长播] <|video_begin|><s_a_2015><s_b_6512><s_c_869>
【2026-02-04】
  02:20 [视频-长播] <|video_begin|><s_a_7008><s_b_5631><s_c_3429>
  02:20 [视频-长播] <|video_begin|><s_a_7251><s_b_3472><s_c_4558>
  02:20 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5840><s_c_1767>
  02:24 [视频-长播] <|video_begin|><s_a_3067><s_b_1002><s_c_6463>
  02:24 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_5952><s_c_1893>
  02:26 [视频-长播] <|video_begin|><s_a_5023><s_b_4879><s_c_5162>
  02:26 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_7391><s_c_1708>
  03:07 [视频-长播] <|video_begin|><s_a_1726><s_b_3731><s_c_1635>
  03:07 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_184><s_c_1655>
  21:29 [视频-长播] <|video_begin|><s_a_6846><s_b_2224><s_c_7609>
  21:29 [视频-长播] <|video_begin|><s_a_4615><s_b_7333><s_c_1170>
【2026-02-05】
  04:41 [视频-长播] <|video_begin|><s_a_231><s_b_4949><s_c_8030>
  05:41 [视频-点赞/长播] <|video_begin|><s_a_2067><s_b_1926><s_c_2530>
  08:53 [视频-长播] <|video_begin|><s_a_3801><s_b_7525><s_c_3755>
  08:54 [视频-点赞/长播] <|video_begin|><s_a_511><s_b_697><s_c_1016>
  10:14 [视频-长播] <|video_begin|><s_a_5023><s_b_6033><s_c_4794>

角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。

主题：从泛化健康焦虑到具体产品方案的探索与决策

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|prod_begin|><s_a_5051><s_b_3624><s_c_1082>","<|prod_begin|><s_a_2083><s_b_5026><s_c_7119>","<|prod_begin|><s_a_2931><s_b_5260><s_c_3547>","<|prod_begin|><s_a_310><s_b_6653><s_c_4393>","<|prod_begin|><s_a_6488><s_b_8125><s_c_211>","<|prod_begin|><s_a_7433><s_b_4353><s_c_5022>","<|prod_begin|><s_a_5586><s_b_4353><s_c_3483>","<|prod_begin|><s_a_2083><s_b_2119><s_c_3662>"]<|im_end|>
<|im_start|>user
如果金最初有4打衬衫，她给了她妹妹其中的1/3，金还剩下多少件衬衫？/think<|im_end|>
<|im_start|>assistant
<think>
首先，问题是：如果金最初有4打衬衫，她给了她妹妹其中的1/3，金还剩下多少件衬衫？

关键点：金最初有4打衬衫。一打是12件，所以4打就是4 × 12 = 48件衬衫。

她给了她妹妹其中的1/3。这里的“其中”指的是最初衬衫数量的1/3。所以，她给了48件的1/3。

计算1/3 of 48：48 ÷ 3 = 16。所以她给了16件衬衫。

那么，金还剩下的衬衫数量是：最初的48件减去给的16件：48 - 16 = 32件。

所以，金还剩下32件衬衫。

但让我确认一下：问题说“给了她妹妹其中的1/3”，意思是给了她妹妹最初衬衫的1/3。所以，是的，如上计算。

答案应该是32件衬衫。
</think>
金最初有4打衬衫，1打等于12件，所以4打是 \(4 \times 12 = 48\) 件衬衫。  
她给了妹妹其中的 \(\frac{1}{3}\)，即 \(48 \times \frac{1}{3} = 16\) 件衬衫。  
因此，金还剩下 \(48 - 16 = 32\) 件衬衫。<|im_end|>
<|endoftext|>
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loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:36:05,562 >> Model config Qwen3Config {
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<think>
首先，问题是：如果金最初有4打衬衫，她给了她妹妹其中的1/3，金还剩下多少件衬衫？

关键点：金最初有4打衬衫。一打是12件，所以4打就是4 × 12 = 48件衬衫。

她给了她妹妹其中的1/3。这里的“其中”指的是最初衬衫数量的1/3。所以，她给了48件的1/3。

计算1/3 of 48：48 ÷ 3 = 16。所以她给了16件衬衫。

那么，金还剩下的衬衫数量是：最初的48件减去给的16件：48 - 16 = 32件。

所以，金还剩下32件衬衫。

但让我确认一下：问题说“给了她妹妹其中的1/3”，意思是给了她妹妹最初衬衫的1/3。所以，是的，如上计算。

答案应该是32件衬衫。
</think>
金最初有4打衬衫，1打等于12件，所以4打是 \(4 \times 12 = 48\) 件衬衫。  
她给了妹妹其中的 \(\frac{1}{3}\)，即 \(48 \times \frac{1}{3} = 16\) 件衬衫。  
因此，金还剩下 \(48 - 16 = 32\) 件衬衫。<|im_end|>

[INFO|2026-07-16 01:36:05] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-16 01:36:05] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-16 01:36:05,991 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-16 01:36:05,991 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-16 01:36:06,041 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


Loading weights:   0%|          | 0/311 [00:00<?, ?it/s]
Loading weights:  56%|█████▌    | 174/311 [00:00<00:00, 1737.92it/s]
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2232.90it/s]
[INFO|configuration_utils.py:978] 2026-07-16 01:36:06,329 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-16 01:36:06,329 >> Generate config GenerationConfig {
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-16 01:36:06,329 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-16 01:36:06] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-16 01:36:06] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-16 01:36:06] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-16 01:36:06] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-16 01:36:06] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-16 01:36:06,458 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-16 01:36:06,458 >>   Num examples = 287
[INFO|trainer.py:1471] 2026-07-16 01:36:06,458 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-16 01:36:06,458 >>   Num update steps per epoch = 72
[INFO|trainer.py:1473] 2026-07-16 01:36:06,458 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-16 01:36:06,458 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-16 01:36:06,458 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-16 01:36:06,458 >>   Total optimization steps = 26
[INFO|trainer.py:1479] 2026-07-16 01:36:06,458 >>   Number of trainable parameters = 801,433,600

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Training completed. Do not forget to share your model on huggingface.co/models =)



                                               

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[INFO|trainer.py:3815] 2026-07-16 01:39:34,661 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035
[INFO|configuration_utils.py:533] 2026-07-16 01:39:34,662 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/config.json
[INFO|configuration_utils.py:816] 2026-07-16 01:39:34,662 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/generation_config.json
{'loss': '1.945', 'grad_norm': '6.75', 'learning_rate': '2.688e-07', 'epoch': '0.1394'}
{'loss': '1.843', 'grad_norm': '6.156', 'learning_rate': '6.345e-08', 'epoch': '0.2787'}
{'train_runtime': '208.2', 'train_samples_per_second': '0.482', 'train_steps_per_second': '0.125', 'train_loss': '1.92', 'epoch': '0.3624'}

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[INFO|modeling_utils.py:3471] 2026-07-16 01:39:35,519 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:39:35,634 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:39:35,656 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.3624
  total_flos               = 11453868GF
  train_loss               =       1.92
  train_runtime            = 0:03:28.20
  train_samples_per_second =      0.482
  train_steps_per_second   =      0.125
Figure saved at: /home/ll/llm4rec/experiments/outputs/v47_v29_clean_world_guard_lr35e7_ep035/training_loss.png
[WARNING|2026-07-16 01:39:35] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-16 01:39:35] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-16 01:39:35,751 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}